diff --git a/docs/_sources/reference/ice.anomaly_detection.models.rst.txt b/docs/_sources/reference/ice.anomaly_detection.models.rst.txt
index d259abf..a602716 100644
--- a/docs/_sources/reference/ice.anomaly_detection.models.rst.txt
+++ b/docs/_sources/reference/ice.anomaly_detection.models.rst.txt
@@ -1,22 +1,20 @@
-ice.anomaly\_detection.models package
-=====================================
+Anomaly detection models
+========================
 
-Submodules
-----------
+BaseAnomalyDetection
+--------------------
 
-ice.anomaly\_detection.models.autoencoder module
-------------------------------------------------
-
-.. automodule:: ice.anomaly_detection.models.autoencoder
+.. automodule:: ice.anomaly_detection.models.base
    :members:
    :undoc-members:
    :show-inheritance:
 
-ice.anomaly\_detection.models.base module
------------------------------------------
+AutoEncoderMLP
+--------------
 
-.. automodule:: ice.anomaly_detection.models.base
+.. automodule:: ice.anomaly_detection.models.autoencoder
    :members:
    :undoc-members:
    :show-inheritance:
 
+
diff --git a/docs/_sources/reference/ice.fault_diagnosis.models.rst.txt b/docs/_sources/reference/ice.fault_diagnosis.models.rst.txt
index fb6cca3..47e43f4 100644
--- a/docs/_sources/reference/ice.fault_diagnosis.models.rst.txt
+++ b/docs/_sources/reference/ice.fault_diagnosis.models.rst.txt
@@ -1,27 +1,24 @@
-ice.fault\_diagnosis.models package
-===================================
+Fault diagnosis models
+======================
 
-Submodules
-----------
-
-ice.fault\_diagnosis.models.base module
----------------------------------------
+BaseFaultDiagnosis
+------------------
 
 .. automodule:: ice.fault_diagnosis.models.base
    :members:
    :undoc-members:
    :show-inheritance:
 
-ice.fault\_diagnosis.models.mlp module
---------------------------------------
+MLP
+---
 
 .. automodule:: ice.fault_diagnosis.models.mlp
    :members:
    :undoc-members:
    :show-inheritance:
 
-ice.fault\_diagnosis.models.tcn module
---------------------------------------
+TCN
+---
 
 .. automodule:: ice.fault_diagnosis.models.tcn
    :members:
diff --git a/docs/_sources/reference/ice.health_index_estimation.models.rst.txt b/docs/_sources/reference/ice.health_index_estimation.models.rst.txt
index 0326548..86f5ce2 100644
--- a/docs/_sources/reference/ice.health_index_estimation.models.rst.txt
+++ b/docs/_sources/reference/ice.health_index_estimation.models.rst.txt
@@ -1,19 +1,16 @@
-ice.health\_index\_estimation.models package
-============================================
+Remaining useful life models
+============================
 
-Submodules
-----------
-
-ice.health\_index\_estimation.models.base module
-------------------------------------------------
+BaseRemainingUsefulLifeEstimation
+---------------------------------
 
 .. automodule:: ice.health_index_estimation.models.base
    :members:
    :undoc-members:
    :show-inheritance:
 
-ice.health\_index\_estimation.models.mlp module
------------------------------------------------
+MLP
+---
 
 .. automodule:: ice.health_index_estimation.models.mlp
    :members:
diff --git a/docs/_sources/reference/ice.health_index_estimation.rst.txt b/docs/_sources/reference/ice.health_index_estimation.rst.txt
index f94da5e..c0410f6 100644
--- a/docs/_sources/reference/ice.health_index_estimation.rst.txt
+++ b/docs/_sources/reference/ice.health_index_estimation.rst.txt
@@ -7,7 +7,7 @@ Models
 .. toctree::
    :maxdepth: 4
 
-   ice.health_index_estimation.models
+   Models<ice.health_index_estimation.models>
 
 
 HI datasets
diff --git a/docs/_sources/reference/ice.remaining_useful_life_estimation.models.rst.txt b/docs/_sources/reference/ice.remaining_useful_life_estimation.models.rst.txt
index 266c307..2ce815c 100644
--- a/docs/_sources/reference/ice.remaining_useful_life_estimation.models.rst.txt
+++ b/docs/_sources/reference/ice.remaining_useful_life_estimation.models.rst.txt
@@ -1,19 +1,16 @@
-ice.remaining\_useful\_life\_estimation.models package
-======================================================
+Health index models
+===================
 
-Submodules
-----------
-
-ice.remaining\_useful\_life\_estimation.models.base module
-----------------------------------------------------------
+BaseHealthIndexEstimation
+-------------------------
 
 .. automodule:: ice.remaining_useful_life_estimation.models.base
    :members:
    :undoc-members:
    :show-inheritance:
 
-ice.remaining\_useful\_life\_estimation.models.mlp module
----------------------------------------------------------
+MLP
+---
 
 .. automodule:: ice.remaining_useful_life_estimation.models.mlp
    :members:
diff --git a/docs/objects.inv b/docs/objects.inv
index e4bef59..a42bb79 100644
Binary files a/docs/objects.inv and b/docs/objects.inv differ
diff --git a/docs/reference/ice.anomaly_detection.html b/docs/reference/ice.anomaly_detection.html
index b97527f..9b28f54 100644
--- a/docs/reference/ice.anomaly_detection.html
+++ b/docs/reference/ice.anomaly_detection.html
@@ -49,8 +49,8 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'reference/ice.anomaly_detection';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="ice.anomaly_detection.models package" href="ice.anomaly_detection.models.html" />
-    <link rel="prev" title="ice.fault_diagnosis.models package" href="ice.fault_diagnosis.models.html" />
+    <link rel="next" title="Anomaly detection models" href="ice.anomaly_detection.models.html" />
+    <link rel="prev" title="Fault diagnosis models" href="ice.fault_diagnosis.models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -406,20 +406,19 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="ice.anomaly_detection.models.html">Models</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.anomaly_detection.models.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="ice.anomaly_detection.models.html#module-ice.anomaly_detection.models.autoencoder">ice.anomaly_detection.models.autoencoder module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.AutoEncoderMLP"><code class="docutils literal notranslate"><span class="pre">AutoEncoderMLP</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.MLP.forward"><code class="docutils literal notranslate"><span class="pre">MLP.forward()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.MLP.training"><code class="docutils literal notranslate"><span class="pre">MLP.training</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.anomaly_detection.models.html#module-ice.anomaly_detection.models.base">BaseAnomalyDetection</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.base.BaseAnomalyDetection"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.base.BaseAnomalyDetection.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.evaluate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.base.BaseAnomalyDetection.fit"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.fit()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="ice.anomaly_detection.models.html#module-ice.anomaly_detection.models.base">ice.anomaly_detection.models.base module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.base.BaseAnomalyDetection"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.base.BaseAnomalyDetection.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.evaluate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.base.BaseAnomalyDetection.fit"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.fit()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.anomaly_detection.models.html#module-ice.anomaly_detection.models.autoencoder">AutoEncoderMLP</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.AutoEncoderMLP"><code class="docutils literal notranslate"><span class="pre">AutoEncoderMLP</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.MLP.forward"><code class="docutils literal notranslate"><span class="pre">MLP.forward()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="ice.anomaly_detection.models.html#ice.anomaly_detection.models.autoencoder.MLP.training"><code class="docutils literal notranslate"><span class="pre">MLP.training</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -518,7 +517,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">ice.fault_diagnosis.models package</p>
+        <p class="prev-next-title">Fault diagnosis models</p>
       </div>
     </a>
     <a class="right-next"
@@ -526,7 +525,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">ice.anomaly_detection.models package</p>
+        <p class="prev-next-title">Anomaly detection models</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/docs/reference/ice.anomaly_detection.models.html b/docs/reference/ice.anomaly_detection.models.html
index 9f801aa..657555b 100644
--- a/docs/reference/ice.anomaly_detection.models.html
+++ b/docs/reference/ice.anomaly_detection.models.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>ice.anomaly_detection.models package &#8212; ICE  documentation</title>
+    <title>Anomaly detection models &#8212; ICE  documentation</title>
   
   
   
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -385,7 +385,7 @@
     
     <li class="breadcrumb-item"><a href="ice.anomaly_detection.html" class="nav-link">Anomaly detection</a></li>
     
-    <li class="breadcrumb-item active" aria-current="page">ice.anomaly_detection.models package</li>
+    <li class="breadcrumb-item active" aria-current="page">Anomaly detection models</li>
   </ul>
 </nav>
 </div>
@@ -402,51 +402,10 @@
 <div id="searchbox"></div>
                 <article class="bd-article" role="main">
                   
-  <section id="ice-anomaly-detection-models-package">
-<h1>ice.anomaly_detection.models package<a class="headerlink" href="#ice-anomaly-detection-models-package" title="Permalink to this heading">#</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">#</a></h2>
-</section>
-<section id="module-ice.anomaly_detection.models.autoencoder">
-<span id="ice-anomaly-detection-models-autoencoder-module"></span><h2>ice.anomaly_detection.models.autoencoder module<a class="headerlink" href="#module-ice.anomaly_detection.models.autoencoder" title="Permalink to this heading">#</a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.AutoEncoderMLP">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.anomaly_detection.models.autoencoder.</span></span><span class="sig-name descname"><span class="pre">AutoEncoderMLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cpu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'ae_anomaly_detection'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.95</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[256,</span> <span class="pre">128,</span> <span class="pre">64]</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.AutoEncoderMLP" title="Permalink to this definition">#</a></dt>
-<dd><p>Bases: <a class="reference internal" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection" title="ice.anomaly_detection.models.base.BaseAnomalyDetection"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseAnomalyDetection</span></code></a></p>
-<p>Autoencoder (AE) consists of encoder and decoder parts. Each
-sample is reshaped to a vector (B, L, C) -&gt; (B, L * C) for calculations
-and to a vector (B, L * C) -&gt; (B, L, C) for the output. Where B is the
-batch size, L is the sequence length, C is the number of sensors.</p>
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.MLP">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.anomaly_detection.models.autoencoder.</span></span><span class="sig-name descname"><span class="pre">MLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_sensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.MLP" title="Permalink to this definition">#</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
-<dl class="py method">
-<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.MLP.forward">
-<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.MLP.forward" title="Permalink to this definition">#</a></dt>
-<dd><p>Defines the computation performed at every call.</p>
-<p>Should be overridden by all subclasses.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Although the recipe for forward pass needs to be defined within
-this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
-instead of this since the former takes care of running the
-registered hooks while the latter silently ignores them.</p>
-</div>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.MLP.training">
-<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.MLP.training" title="Permalink to this definition">#</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-</section>
+  <section id="anomaly-detection-models">
+<h1>Anomaly detection models<a class="headerlink" href="#anomaly-detection-models" title="Permalink to this heading">#</a></h1>
 <section id="module-ice.anomaly_detection.models.base">
-<span id="ice-anomaly-detection-models-base-module"></span><h2>ice.anomaly_detection.models.base module<a class="headerlink" href="#module-ice.anomaly_detection.models.base" title="Permalink to this heading">#</a></h2>
+<span id="baseanomalydetection"></span><h2>BaseAnomalyDetection<a class="headerlink" href="#module-ice.anomaly_detection.models.base" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.anomaly_detection.models.base.BaseAnomalyDetection">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.anomaly_detection.models.base.</span></span><span class="sig-name descname"><span class="pre">BaseAnomalyDetection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.95</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection" title="Permalink to this definition">#</a></dt>
@@ -492,6 +451,44 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </dd></dl>
 
+</section>
+<section id="module-ice.anomaly_detection.models.autoencoder">
+<span id="autoencodermlp"></span><h2>AutoEncoderMLP<a class="headerlink" href="#module-ice.anomaly_detection.models.autoencoder" title="Permalink to this heading">#</a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.AutoEncoderMLP">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.anomaly_detection.models.autoencoder.</span></span><span class="sig-name descname"><span class="pre">AutoEncoderMLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cpu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'ae_anomaly_detection'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.95</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[256,</span> <span class="pre">128,</span> <span class="pre">64]</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.AutoEncoderMLP" title="Permalink to this definition">#</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection" title="ice.anomaly_detection.models.base.BaseAnomalyDetection"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseAnomalyDetection</span></code></a></p>
+<p>Autoencoder (AE) consists of encoder and decoder parts. Each
+sample is reshaped to a vector (B, L, C) -&gt; (B, L * C) for calculations
+and to a vector (B, L * C) -&gt; (B, L, C) for the output. Where B is the
+batch size, L is the sequence length, C is the number of sensors.</p>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.MLP">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.anomaly_detection.models.autoencoder.</span></span><span class="sig-name descname"><span class="pre">MLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_sensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.MLP" title="Permalink to this definition">#</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.MLP.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.MLP.forward" title="Permalink to this definition">#</a></dt>
+<dd><p>Defines the computation performed at every call.</p>
+<p>Should be overridden by all subclasses.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Although the recipe for forward pass needs to be defined within
+this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
+instead of this since the former takes care of running the
+registered hooks while the latter silently ignores them.</p>
+</div>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="ice.anomaly_detection.models.autoencoder.MLP.training">
+<span class="sig-name descname"><span class="pre">training</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#ice.anomaly_detection.models.autoencoder.MLP.training" title="Permalink to this definition">#</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 </section>
 </section>
 
@@ -538,20 +535,19 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#submodules">Submodules</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.anomaly_detection.models.autoencoder">ice.anomaly_detection.models.autoencoder module</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.AutoEncoderMLP"><code class="docutils literal notranslate"><span class="pre">AutoEncoderMLP</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.MLP.forward"><code class="docutils literal notranslate"><span class="pre">MLP.forward()</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.MLP.training"><code class="docutils literal notranslate"><span class="pre">MLP.training</span></code></a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.anomaly_detection.models.base">BaseAnomalyDetection</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.evaluate()</span></code></a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection.fit"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.fit()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.anomaly_detection.models.base">ice.anomaly_detection.models.base module</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.evaluate()</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.base.BaseAnomalyDetection.fit"><code class="docutils literal notranslate"><span class="pre">BaseAnomalyDetection.fit()</span></code></a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.anomaly_detection.models.autoencoder">AutoEncoderMLP</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.AutoEncoderMLP"><code class="docutils literal notranslate"><span class="pre">AutoEncoderMLP</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.MLP.forward"><code class="docutils literal notranslate"><span class="pre">MLP.forward()</span></code></a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.anomaly_detection.models.autoencoder.MLP.training"><code class="docutils literal notranslate"><span class="pre">MLP.training</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/docs/reference/ice.configs.html b/docs/reference/ice.configs.html
index 5a4bc55..6885380 100644
--- a/docs/reference/ice.configs.html
+++ b/docs/reference/ice.configs.html
@@ -50,7 +50,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Custom classes" href="../custom/index.html" />
-    <link rel="prev" title="ice.health_index_estimation.models package" href="ice.health_index_estimation.models.html" />
+    <link rel="prev" title="Remaining useful life models" href="ice.health_index_estimation.models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Configs</a></li>
@@ -467,7 +467,7 @@
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">ice.health_index_estimation.models package</p>
+        <p class="prev-next-title">Remaining useful life models</p>
       </div>
     </a>
     <a class="right-next"
diff --git a/docs/reference/ice.fault_diagnosis.html b/docs/reference/ice.fault_diagnosis.html
index be9f208..7befa01 100644
--- a/docs/reference/ice.fault_diagnosis.html
+++ b/docs/reference/ice.fault_diagnosis.html
@@ -49,7 +49,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'reference/ice.fault_diagnosis';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="ice.fault_diagnosis.models package" href="ice.fault_diagnosis.models.html" />
+    <link rel="next" title="Fault diagnosis models" href="ice.fault_diagnosis.models.html" />
     <link rel="prev" title="API reference" href="index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -406,19 +406,18 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="ice.fault_diagnosis.models.html">Models</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#module-ice.fault_diagnosis.models.base">ice.fault_diagnosis.models.base module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#module-ice.fault_diagnosis.models.base">BaseFaultDiagnosis</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.fault_diagnosis.models.html#ice.fault_diagnosis.models.base.BaseFaultDiagnosis"><code class="docutils literal notranslate"><span class="pre">BaseFaultDiagnosis</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="ice.fault_diagnosis.models.html#ice.fault_diagnosis.models.base.BaseFaultDiagnosis.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseFaultDiagnosis.evaluate()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#module-ice.fault_diagnosis.models.mlp">ice.fault_diagnosis.models.mlp module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#module-ice.fault_diagnosis.models.mlp">MLP</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.fault_diagnosis.models.html#ice.fault_diagnosis.models.mlp.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#module-ice.fault_diagnosis.models.tcn">ice.fault_diagnosis.models.tcn module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.fault_diagnosis.models.html#module-ice.fault_diagnosis.models.tcn">TCN</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.fault_diagnosis.models.html#ice.fault_diagnosis.models.tcn.TCN"><code class="docutils literal notranslate"><span class="pre">TCN</span></code></a></li>
 </ul>
 </li>
@@ -587,7 +586,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">ice.fault_diagnosis.models package</p>
+        <p class="prev-next-title">Fault diagnosis models</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/docs/reference/ice.fault_diagnosis.models.html b/docs/reference/ice.fault_diagnosis.models.html
index 2a2b850..799dc23 100644
--- a/docs/reference/ice.fault_diagnosis.models.html
+++ b/docs/reference/ice.fault_diagnosis.models.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>ice.fault_diagnosis.models package &#8212; ICE  documentation</title>
+    <title>Fault diagnosis models &#8212; ICE  documentation</title>
   
   
   
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -385,7 +385,7 @@
     
     <li class="breadcrumb-item"><a href="ice.fault_diagnosis.html" class="nav-link">Fault diagnosis</a></li>
     
-    <li class="breadcrumb-item active" aria-current="page">ice.fault_diagnosis.models package</li>
+    <li class="breadcrumb-item active" aria-current="page">Fault diagnosis models</li>
   </ul>
 </nav>
 </div>
@@ -402,13 +402,10 @@
 <div id="searchbox"></div>
                 <article class="bd-article" role="main">
                   
-  <section id="ice-fault-diagnosis-models-package">
-<h1>ice.fault_diagnosis.models package<a class="headerlink" href="#ice-fault-diagnosis-models-package" title="Permalink to this heading">#</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">#</a></h2>
-</section>
+  <section id="fault-diagnosis-models">
+<h1>Fault diagnosis models<a class="headerlink" href="#fault-diagnosis-models" title="Permalink to this heading">#</a></h1>
 <section id="module-ice.fault_diagnosis.models.base">
-<span id="ice-fault-diagnosis-models-base-module"></span><h2>ice.fault_diagnosis.models.base module<a class="headerlink" href="#module-ice.fault_diagnosis.models.base" title="Permalink to this heading">#</a></h2>
+<span id="basefaultdiagnosis"></span><h2>BaseFaultDiagnosis<a class="headerlink" href="#module-ice.fault_diagnosis.models.base" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.fault_diagnosis.models.base.BaseFaultDiagnosis">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.fault_diagnosis.models.base.</span></span><span class="sig-name descname"><span class="pre">BaseFaultDiagnosis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.fault_diagnosis.models.base.BaseFaultDiagnosis" title="Permalink to this definition">#</a></dt>
@@ -445,7 +442,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-ice.fault_diagnosis.models.mlp">
-<span id="ice-fault-diagnosis-models-mlp-module"></span><h2>ice.fault_diagnosis.models.mlp module<a class="headerlink" href="#module-ice.fault_diagnosis.models.mlp" title="Permalink to this heading">#</a></h2>
+<span id="mlp"></span><h2>MLP<a class="headerlink" href="#module-ice.fault_diagnosis.models.mlp" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.fault_diagnosis.models.mlp.MLP">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.fault_diagnosis.models.mlp.</span></span><span class="sig-name descname"><span class="pre">MLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cpu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'mlp_fault_diagnosis'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.fault_diagnosis.models.mlp.MLP" title="Permalink to this definition">#</a></dt>
@@ -458,7 +455,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-ice.fault_diagnosis.models.tcn">
-<span id="ice-fault-diagnosis-models-tcn-module"></span><h2>ice.fault_diagnosis.models.tcn module<a class="headerlink" href="#module-ice.fault_diagnosis.models.tcn" title="Permalink to this heading">#</a></h2>
+<span id="tcn"></span><h2>TCN<a class="headerlink" href="#module-ice.fault_diagnosis.models.tcn" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.fault_diagnosis.models.tcn.TCN">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.fault_diagnosis.models.tcn.</span></span><span class="sig-name descname"><span class="pre">TCN</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dilation_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cpu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcn_fault_diagnosis'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.fault_diagnosis.models.tcn.TCN" title="Permalink to this definition">#</a></dt>
@@ -515,19 +512,18 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#submodules">Submodules</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.fault_diagnosis.models.base">ice.fault_diagnosis.models.base module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.fault_diagnosis.models.base">BaseFaultDiagnosis</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.fault_diagnosis.models.base.BaseFaultDiagnosis"><code class="docutils literal notranslate"><span class="pre">BaseFaultDiagnosis</span></code></a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.fault_diagnosis.models.base.BaseFaultDiagnosis.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseFaultDiagnosis.evaluate()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.fault_diagnosis.models.mlp">ice.fault_diagnosis.models.mlp module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.fault_diagnosis.models.mlp">MLP</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.fault_diagnosis.models.mlp.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.fault_diagnosis.models.tcn">ice.fault_diagnosis.models.tcn module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.fault_diagnosis.models.tcn">TCN</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.fault_diagnosis.models.tcn.TCN"><code class="docutils literal notranslate"><span class="pre">TCN</span></code></a></li>
 </ul>
 </li>
diff --git a/docs/reference/ice.health_index_estimation.html b/docs/reference/ice.health_index_estimation.html
index 75fc0c6..a4c8a78 100644
--- a/docs/reference/ice.health_index_estimation.html
+++ b/docs/reference/ice.health_index_estimation.html
@@ -49,8 +49,8 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'reference/ice.health_index_estimation';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="ice.health_index_estimation.models package" href="ice.health_index_estimation.models.html" />
-    <link rel="prev" title="ice.remaining_useful_life_estimation.models package" href="ice.remaining_useful_life_estimation.models.html" />
+    <link rel="next" title="Remaining useful life models" href="ice.health_index_estimation.models.html" />
+    <link rel="prev" title="Health index models" href="ice.remaining_useful_life_estimation.models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Health index</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -405,16 +405,15 @@ <h1>Health index<a class="headerlink" href="#health-index" title="Permalink to t
 <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading">#</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html#module-ice.health_index_estimation.models.base">ice.health_index_estimation.models.base module</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html#module-ice.health_index_estimation.models.base">BaseRemainingUsefulLifeEstimation</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.health_index_estimation.models.html#ice.health_index_estimation.models.base.BaseHealthIndexEstimation"><code class="docutils literal notranslate"><span class="pre">BaseHealthIndexEstimation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="ice.health_index_estimation.models.html#ice.health_index_estimation.models.base.BaseHealthIndexEstimation.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseHealthIndexEstimation.evaluate()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html#module-ice.health_index_estimation.models.mlp">ice.health_index_estimation.models.mlp module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html#module-ice.health_index_estimation.models.mlp">MLP</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.health_index_estimation.models.html#ice.health_index_estimation.models.mlp.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a></li>
 </ul>
 </li>
@@ -490,7 +489,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">ice.remaining_useful_life_estimation.models package</p>
+        <p class="prev-next-title">Health index models</p>
       </div>
     </a>
     <a class="right-next"
@@ -498,7 +497,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">ice.health_index_estimation.models package</p>
+        <p class="prev-next-title">Remaining useful life models</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/docs/reference/ice.health_index_estimation.models.html b/docs/reference/ice.health_index_estimation.models.html
index a289c66..5fe684b 100644
--- a/docs/reference/ice.health_index_estimation.models.html
+++ b/docs/reference/ice.health_index_estimation.models.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>ice.health_index_estimation.models package &#8212; ICE  documentation</title>
+    <title>Remaining useful life models &#8212; ICE  documentation</title>
   
   
   
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
-<li class="toctree-l2 current active"><a class="current reference internal" href="#">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2 current active"><a class="current reference internal" href="#">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -385,7 +385,7 @@
     
     <li class="breadcrumb-item"><a href="ice.health_index_estimation.html" class="nav-link">Health index</a></li>
     
-    <li class="breadcrumb-item active" aria-current="page">ice.health_index_estimation.models package</li>
+    <li class="breadcrumb-item active" aria-current="page">Remaining useful life models</li>
   </ul>
 </nav>
 </div>
@@ -402,13 +402,10 @@
 <div id="searchbox"></div>
                 <article class="bd-article" role="main">
                   
-  <section id="ice-health-index-estimation-models-package">
-<h1>ice.health_index_estimation.models package<a class="headerlink" href="#ice-health-index-estimation-models-package" title="Permalink to this heading">#</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">#</a></h2>
-</section>
+  <section id="remaining-useful-life-models">
+<h1>Remaining useful life models<a class="headerlink" href="#remaining-useful-life-models" title="Permalink to this heading">#</a></h1>
 <section id="module-ice.health_index_estimation.models.base">
-<span id="ice-health-index-estimation-models-base-module"></span><h2>ice.health_index_estimation.models.base module<a class="headerlink" href="#module-ice.health_index_estimation.models.base" title="Permalink to this heading">#</a></h2>
+<span id="baseremainingusefullifeestimation"></span><h2>BaseRemainingUsefulLifeEstimation<a class="headerlink" href="#module-ice.health_index_estimation.models.base" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.health_index_estimation.models.base.BaseHealthIndexEstimation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.health_index_estimation.models.base.</span></span><span class="sig-name descname"><span class="pre">BaseHealthIndexEstimation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.health_index_estimation.models.base.BaseHealthIndexEstimation" title="Permalink to this definition">#</a></dt>
@@ -445,7 +442,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-ice.health_index_estimation.models.mlp">
-<span id="ice-health-index-estimation-models-mlp-module"></span><h2>ice.health_index_estimation.models.mlp module<a class="headerlink" href="#module-ice.health_index_estimation.models.mlp" title="Permalink to this heading">#</a></h2>
+<span id="mlp"></span><h2>MLP<a class="headerlink" href="#module-ice.health_index_estimation.models.mlp" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.health_index_estimation.models.mlp.MLP">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.health_index_estimation.models.mlp.</span></span><span class="sig-name descname"><span class="pre">MLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">300</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5e-05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cpu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'mlp_fault_diagnosis'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.health_index_estimation.models.mlp.MLP" title="Permalink to this definition">#</a></dt>
@@ -502,15 +499,14 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#submodules">Submodules</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.health_index_estimation.models.base">ice.health_index_estimation.models.base module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.health_index_estimation.models.base">BaseRemainingUsefulLifeEstimation</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.health_index_estimation.models.base.BaseHealthIndexEstimation"><code class="docutils literal notranslate"><span class="pre">BaseHealthIndexEstimation</span></code></a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.health_index_estimation.models.base.BaseHealthIndexEstimation.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseHealthIndexEstimation.evaluate()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.health_index_estimation.models.mlp">ice.health_index_estimation.models.mlp module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.health_index_estimation.models.mlp">MLP</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.health_index_estimation.models.mlp.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a></li>
 </ul>
 </li>
diff --git a/docs/reference/ice.html b/docs/reference/ice.html
index d77c6c9..2cfa324 100644
--- a/docs/reference/ice.html
+++ b/docs/reference/ice.html
@@ -333,7 +333,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.remaining_useful_life_estimation.html">Remaining useful life</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
diff --git a/docs/reference/ice.remaining_useful_life_estimation.html b/docs/reference/ice.remaining_useful_life_estimation.html
index 5b54e4c..d931f02 100644
--- a/docs/reference/ice.remaining_useful_life_estimation.html
+++ b/docs/reference/ice.remaining_useful_life_estimation.html
@@ -49,8 +49,8 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'reference/ice.remaining_useful_life_estimation';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="ice.remaining_useful_life_estimation.models package" href="ice.remaining_useful_life_estimation.models.html" />
-    <link rel="prev" title="ice.anomaly_detection.models package" href="ice.anomaly_detection.models.html" />
+    <link rel="next" title="Health index models" href="ice.remaining_useful_life_estimation.models.html" />
+    <link rel="prev" title="Anomaly detection models" href="ice.anomaly_detection.models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -406,15 +406,14 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html">Models</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#module-ice.remaining_useful_life_estimation.models.base">ice.remaining_useful_life_estimation.models.base module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#module-ice.remaining_useful_life_estimation.models.base">BaseHealthIndexEstimation</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation"><code class="docutils literal notranslate"><span class="pre">BaseRemainingUsefulLifeEstimation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseRemainingUsefulLifeEstimation.evaluate()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#module-ice.remaining_useful_life_estimation.models.mlp">ice.remaining_useful_life_estimation.models.mlp module</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#module-ice.remaining_useful_life_estimation.models.mlp">MLP</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="ice.remaining_useful_life_estimation.models.html#ice.remaining_useful_life_estimation.models.mlp.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a></li>
 </ul>
 </li>
@@ -529,7 +528,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">ice.anomaly_detection.models package</p>
+        <p class="prev-next-title">Anomaly detection models</p>
       </div>
     </a>
     <a class="right-next"
@@ -537,7 +536,7 @@ <h2>Models<a class="headerlink" href="#models" title="Permalink to this heading"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">ice.remaining_useful_life_estimation.models package</p>
+        <p class="prev-next-title">Health index models</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/docs/reference/ice.remaining_useful_life_estimation.models.html b/docs/reference/ice.remaining_useful_life_estimation.models.html
index 46ea321..a8eb470 100644
--- a/docs/reference/ice.remaining_useful_life_estimation.models.html
+++ b/docs/reference/ice.remaining_useful_life_estimation.models.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>ice.remaining_useful_life_estimation.models package &#8212; ICE  documentation</title>
+    <title>Health index models &#8212; ICE  documentation</title>
   
   
   
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
@@ -385,7 +385,7 @@
     
     <li class="breadcrumb-item"><a href="ice.remaining_useful_life_estimation.html" class="nav-link">Remaining useful life</a></li>
     
-    <li class="breadcrumb-item active" aria-current="page">ice.remaining_useful_life_estimation.models package</li>
+    <li class="breadcrumb-item active" aria-current="page">Health index models</li>
   </ul>
 </nav>
 </div>
@@ -402,13 +402,10 @@
 <div id="searchbox"></div>
                 <article class="bd-article" role="main">
                   
-  <section id="ice-remaining-useful-life-estimation-models-package">
-<h1>ice.remaining_useful_life_estimation.models package<a class="headerlink" href="#ice-remaining-useful-life-estimation-models-package" title="Permalink to this heading">#</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">#</a></h2>
-</section>
+  <section id="health-index-models">
+<h1>Health index models<a class="headerlink" href="#health-index-models" title="Permalink to this heading">#</a></h1>
 <section id="module-ice.remaining_useful_life_estimation.models.base">
-<span id="ice-remaining-useful-life-estimation-models-base-module"></span><h2>ice.remaining_useful_life_estimation.models.base module<a class="headerlink" href="#module-ice.remaining_useful_life_estimation.models.base" title="Permalink to this heading">#</a></h2>
+<span id="basehealthindexestimation"></span><h2>BaseHealthIndexEstimation<a class="headerlink" href="#module-ice.remaining_useful_life_estimation.models.base" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.remaining_useful_life_estimation.models.base.</span></span><span class="sig-name descname"><span class="pre">BaseRemainingUsefulLifeEstimation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation" title="Permalink to this definition">#</a></dt>
@@ -445,7 +442,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-ice.remaining_useful_life_estimation.models.mlp">
-<span id="ice-remaining-useful-life-estimation-models-mlp-module"></span><h2>ice.remaining_useful_life_estimation.models.mlp module<a class="headerlink" href="#module-ice.remaining_useful_life_estimation.models.mlp" title="Permalink to this heading">#</a></h2>
+<span id="mlp"></span><h2>MLP<a class="headerlink" href="#module-ice.remaining_useful_life_estimation.models.mlp" title="Permalink to this heading">#</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="ice.remaining_useful_life_estimation.models.mlp.MLP">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ice.remaining_useful_life_estimation.models.mlp.</span></span><span class="sig-name descname"><span class="pre">MLP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5e-05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'cpu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'mlp_cmapss_rul'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ice.remaining_useful_life_estimation.models.mlp.MLP" title="Permalink to this definition">#</a></dt>
@@ -502,15 +499,14 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#submodules">Submodules</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.remaining_useful_life_estimation.models.base">ice.remaining_useful_life_estimation.models.base module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.remaining_useful_life_estimation.models.base">BaseHealthIndexEstimation</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation"><code class="docutils literal notranslate"><span class="pre">BaseRemainingUsefulLifeEstimation</span></code></a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseRemainingUsefulLifeEstimation.evaluate()</span></code></a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.remaining_useful_life_estimation.models.mlp">ice.remaining_useful_life_estimation.models.mlp module</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-ice.remaining_useful_life_estimation.models.mlp">MLP</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ice.remaining_useful_life_estimation.models.mlp.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a></li>
 </ul>
 </li>
diff --git a/docs/reference/index.html b/docs/reference/index.html
index c64b4b4..799bec6 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -338,7 +338,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="ice.health_index_estimation.html">Health index</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">ice.health_index_estimation.models package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ice.health_index_estimation.models.html">Models</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="ice.configs.html">Configs</a></li>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 13d9ea0..bcc6529 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["advanced/index", "benchmark/ad_benchmark_autoencodermlp_256", "benchmark/fd_benchmark_mlp_256", "benchmark/index", "custom/index", "index", "reference/ice", "reference/ice.anomaly_detection", "reference/ice.anomaly_detection.models", "reference/ice.configs", "reference/ice.fault_diagnosis", "reference/ice.fault_diagnosis.models", "reference/ice.health_index_estimation", "reference/ice.health_index_estimation.models", "reference/ice.remaining_useful_life_estimation", "reference/ice.remaining_useful_life_estimation.models", "reference/index", "reference/modules", "start/index", "start/installation", "start/tasks/index", "start/tasks/task_ad", "start/tasks/task_fd", "start/tasks/task_hi", "start/tasks/task_rul", "start/tutorials/anomaly_detection_basic", "start/tutorials/fault_diagnosis_basic", "start/tutorials/index"], "filenames": ["advanced\\index.rst", "benchmark\\ad_benchmark_autoencodermlp_256.ipynb", "benchmark\\fd_benchmark_mlp_256.ipynb", "benchmark\\index.rst", "custom\\index.rst", "index.rst", "reference\\ice.rst", "reference\\ice.anomaly_detection.rst", "reference\\ice.anomaly_detection.models.rst", "reference\\ice.configs.rst", "reference\\ice.fault_diagnosis.rst", "reference\\ice.fault_diagnosis.models.rst", "reference\\ice.health_index_estimation.rst", "reference\\ice.health_index_estimation.models.rst", "reference\\ice.remaining_useful_life_estimation.rst", "reference\\ice.remaining_useful_life_estimation.models.rst", "reference\\index.rst", "reference\\modules.rst", "start\\index.rst", "start\\installation.rst", "start\\tasks\\index.rst", "start\\tasks\\task_ad.rst", "start\\tasks\\task_fd.rst", "start\\tasks\\task_hi.rst", "start\\tasks\\task_rul.rst", "start\\tutorials\\anomaly_detection_basic.ipynb", "start\\tutorials\\fault_diagnosis_basic.ipynb", "start\\tutorials\\index.rst"], "titles": ["Advanced materials", "Results of anomaly detection using AutoEncoderMLP-256", "Results of fault diagnosis using MLP-256", "Benchmarking", "Custom classes", "ICE - Industrial Condition Evaluation", "ice package", "Anomaly detection", "ice.anomaly_detection.models package", "Configs", "Fault diagnosis", "ice.fault_diagnosis.models package", "Health index", "ice.health_index_estimation.models package", "Remaining useful life", "ice.remaining_useful_life_estimation.models package", "API reference", "ice", "Getting started", "Installation", "Tasks", "Anomaly detection", "Fault diagnosis", "Health index", "Remaining useful lifetime", "Tutorial on anomaly detection task", "Tutorial on fault diagnosis task", "Quick tutorials"], "terms": {"progress": [0, 4], "thi": [1, 2, 6, 7, 8, 10, 12, 14, 16, 19, 21, 23], "notebook": [1, 2], "present": [1, 2, 23, 24], "experiment": [1, 2], "tennesse": [1, 2, 7, 10, 11, 21, 22], "eastman": [1, 2, 7, 10, 11, 21, 22], "process": [1, 2, 7, 10, 11, 21, 22, 23], "dataset": [1, 2, 6, 16, 25, 26], "model": [1, 2, 5, 6, 16, 21, 22, 23, 24, 25, 26], "import": [1, 2, 21, 22, 25, 26], "librari": [1, 2, 22, 23], "numpi": [1, 2, 12, 14, 25, 26], "np": [1, 2, 10, 25, 26], "torch": [1, 2, 6, 16], "from": [1, 2, 6, 9, 12, 14, 16, 21, 22, 23, 24, 25, 26], "sklearn": [1, 2, 25, 26], "preprocess": [1, 2, 12, 14, 25, 26], "standardscal": [1, 2, 25, 26], "tqdm": [1, 2, 26], "auto": [1, 2, 26], "trang": [1, 2], "ic": [1, 2, 7, 9, 10, 12, 14, 16, 19, 22, 25, 26], "anomaly_detect": [1, 7, 25], "anomalydetectionreinartztep": [1, 7], "anomalydetectionsmalltep": [1, 7, 25], "download": [1, 2, 25, 26], "tep": [1, 2, 21, 22], "train": [1, 2, 6, 7, 8, 16, 21, 22, 23, 25, 26], "calcul": [1, 2, 8, 14, 21, 22], "metric": [1, 2, 6, 8, 11, 13, 15, 16, 25, 26], "i": [1, 2, 6, 7, 8, 10, 11, 13, 15, 16, 21, 22, 23, 24, 25], "5": [1, 2, 11, 23, 24, 25, 26], "random": [1, 2], "manual_se": [1, 2], "window_s": [1, 2, 7, 8, 10, 11, 12, 13, 14, 15, 25, 26], "32": [1, 15, 24], "batch_siz": [1, 2, 6, 8, 11, 13, 15, 16], "512": [1, 25, 26], "lr": [1, 2, 6, 8, 11, 13, 15, 16, 25, 26], "0": [1, 2, 8, 11, 21, 22, 23, 24, 25, 26], "001": [1, 2, 8, 11, 25, 26], "num_epoch": [1, 2, 6, 8, 11, 13, 15, 16, 25], "20": [1, 2, 22, 24, 25, 26], "verbos": [1, 2, 6, 8, 11, 13, 15, 16, 25, 26], "fals": [1, 2, 6, 7, 8, 10, 11, 12, 14, 16, 21, 22], "devic": [1, 2, 6, 8, 11, 13, 15, 16, 23], "cuda": [1, 2], "fit": [1, 2, 6, 7, 8, 16, 17, 25, 26], "df": [1, 2, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 25, 26], "train_mask": [1, 2, 25, 26], "append": [1, 2], "evalu": [1, 2, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26], "test_mask": [1, 2, 25, 26], "target": [1, 2, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 22, 24, 25, 26], "print": [1, 2], "acc": [1, 2], "tpr": [1, 2, 21, 22], "fpr": [1, 2, 21, 22], "metrics_i": [1, 2], "accuraci": [1, 2, 7, 8, 10, 11, 21, 22, 25, 26], "true_positive_r": [1, 2, 10], "false_positive_r": [1, 2, 10], "tpr_mean": [1, 2], "tpr_std": [1, 2], "mean": [1, 2, 12, 14], "axi": [1, 2], "std": [1, 2], "fpr_mean": [1, 2], "fpr_std": [1, 2], "f": [1, 2, 21, 22, 24], "4f": [1, 2], "2": [1, 2, 11, 21, 22, 23, 24, 25, 26], "rang": [1, 2, 21], "len": [1, 2], "8028": 1, "0007": [1, 2], "7378": 1, "0022": 1, "0366": 1, "0034": 1, "fault_diagnosi": [2, 10, 26], "faultdiagnosisreinartztep": [2, 10], "standard": [2, 24], "input": [2, 11, 13, 15, 23], "data": [2, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25, 26], "scaler": [2, 25, 26], "fit_transform": [2, 25, 26], "transform": [2, 23, 24, 25, 26], "10": [2, 7, 8, 10, 11, 14, 24, 25, 26], "hidden_dim": [2, 8, 11, 13, 15], "128": [2, 8, 11, 25], "cdr": [2, 22], "correct_daignosis_r": [2, 10], "1": [2, 12, 14, 15, 21, 22, 25, 26], "8500": 2, "0029": 2, "9582": 2, "0013": 2, "9948": 2, "0039": 2, "0000": 2, "9951": 2, "0008": 2, "3": [2, 21, 22, 24, 25, 26], "9457": 2, "0487": 2, "4": [2, 11, 24, 25, 26], "9963": 2, "0020": 2, "2423": 2, "0490": 2, "0009": 2, "0004": 2, "6": [2, 23, 24, 25, 26], "9984": 2, "0002": 2, "7": [2, 24, 25, 26], "9978": 2, "0001": 2, "8": [2, 23, 24, 25, 26], "9782": 2, "0136": 2, "9": [2, 21, 24, 25, 26], "3068": 2, "1355": 2, "9754": 2, "0018": 2, "11": [2, 22, 24, 25, 26], "9539": 2, "0130": 2, "12": [2, 24, 25], "9098": 2, "0086": 2, "13": [2, 24, 25, 26], "9702": 2, "0074": 2, "14": [2, 24, 25], "9949": 2, "0006": 2, "15": [2, 25], "16": [2, 23, 24, 25, 26], "2772": 2, "0309": 2, "17": [2, 23, 24, 25, 26], "9786": 2, "18": [2, 24, 25, 26], "9635": 2, "0019": 2, "19": [2, 24, 25, 26], "9918": 2, "9739": 2, "21": [2, 24, 25, 26], "22": [2, 25, 26], "5031": 2, "23": [2, 11, 24, 25, 26], "8086": 2, "0242": 2, "24": [2, 25, 26], "9890": 2, "0011": 2, "25": [2, 24, 25], "9872": 2, "26": [2, 25, 26], "9696": 2, "0064": 2, "27": [2, 25, 26], "9742": 2, "0111": 2, "28": [2, 22, 25, 26], "3768": 2, "0459": 2, "result": [3, 14, 23, 24], "fault": [3, 7, 11, 20, 21, 27], "diagnosi": [3, 11, 13, 20, 27], "us": [3, 5, 20, 21, 22, 23], "mlp": [3, 7, 8, 10, 12, 14, 25, 26], "256": [3, 8, 11, 13, 15, 24, 25], "anomali": [3, 8, 10, 20, 22, 27], "detect": [3, 8, 10, 11, 20, 22, 27], "autoencodermlp": [3, 7, 8, 25], "get": [5, 9], "start": [5, 22, 23], "instal": [5, 18], "task": [5, 18, 27], "descript": 5, "quick": [5, 18], "tutori": [5, 18], "advanc": [5, 21], "materi": [5, 23], "api": 5, "refer": 5, "detail": 5, "class": [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "function": [5, 8, 14, 21, 22, 24], "custom": 5, "how": [5, 21, 22], "creat": [5, 6, 9, 16, 21, 22, 25, 26], "your": 5, "own": 5, "benchmark": [5, 22], "which": [5, 22, 23], "ar": [5, 6, 8, 11, 13, 15, 16, 21, 22, 23, 24], "best": 5, "basedataset": [6, 7, 10, 12, 14, 16, 17], "num_chunk": [6, 7, 10, 12, 14, 16], "none": [6, 7, 9, 10, 12, 14, 16], "force_download": [6, 7, 10, 12, 14, 16], "abc": [6, 8, 11, 13, 15, 16], "set_name_public_link": [6, 7, 10, 12, 14, 16, 17], "method": [6, 7, 8, 10, 11, 12, 14, 16, 22, 23], "ha": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "implement": [6, 7, 10, 11, 12, 14, 16], "all": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22], "children": [6, 7, 10, 12, 14, 16], "set": [6, 7, 9, 10, 12, 14, 16, 21, 22, 23, 24, 25, 26], "name": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 25, 26], "public": [6, 7, 10, 12, 14, 16], "link": [6, 7, 10, 12, 14, 16], "basemodel": [6, 8, 11, 13, 15, 16, 17], "int": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "float": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "str": [6, 8, 9, 11, 13, 15, 16], "bool": [6, 8, 11, 13, 15, 16], "abstract": [6, 16], "datafram": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 25], "seri": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22], "dict": [6, 8, 9, 11, 13, 15, 16], "docstr": [6, 16], "rewritten": [6, 16], "so": [6, 16], "clearli": [6, 16], "describ": [6, 16], "paramet": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 23, 24], "panda": [6, 8, 11, 13, 15, 16, 25], "A": [6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 21, 22, 23, 24, 25], "sensor": [6, 8, 11, 13, 15, 16, 22, 23, 24], "index": [6, 8, 11, 13, 15, 16, 20, 25], "two": [6, 8, 11, 13, 15, 16, 23], "column": [6, 8, 11, 13, 15, 16, 25, 26], "run_id": [6, 8, 11, 13, 15, 16, 25, 26], "sampl": [6, 8, 10, 11, 13, 15, 16, 23, 24, 25, 26], "other": [6, 8, 11, 13, 15, 16, 22, 23], "valu": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25], "ind": [6, 8, 11, 13, 15, 16], "return": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 24, 25], "dictionari": [6, 8, 11, 13, 15, 16], "where": [6, 8, 11, 13, 15, 16, 21, 22, 23, 24], "kei": [6, 8, 11, 13, 15, 16, 21], "type": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 22, 23], "given": [6, 16], "classmethod": [6, 16], "from_config": [6, 16, 17], "cfg": [6, 16], "config": [6, 16], "instanc": [6, 8, 16, 21, 22], "": [6, 9, 16, 21, 22, 23, 24, 26], "child": [6, 16], "initi": [6, 16], "predict": [6, 7, 10, 12, 14, 16, 17, 21, 22, 23, 24], "tensor": [6, 16], "make": [6, 16], "batch": [6, 8, 11, 13, 15, 16], "shape": [6, 16], "b": [6, 7, 8, 10, 11, 13, 15, 16, 23], "l": [6, 8, 11, 13, 15, 16, 22, 23, 24], "c": [6, 7, 8, 10, 11, 13, 15, 16, 21, 25], "size": [6, 8, 11, 13, 15, 16], "sequenc": [6, 8, 9, 11, 13, 15, 16, 22, 26], "length": [6, 8, 11, 13, 15, 16, 24, 25, 26], "number": [6, 7, 8, 10, 11, 13, 15, 16, 21, 22, 23, 24], "submodul": [7, 10, 12, 14, 17], "autoencod": 7, "modul": [7, 10, 12, 14, 17], "forward": [7, 8], "base": [7, 9, 10, 12, 14, 17, 21, 23, 24, 25], "baseanomalydetect": [7, 8], "paper": [7, 10, 11, 14, 23, 24], "reinartz": [7, 10, 21, 22], "kulahci": [7, 10, 21, 22], "m": [7, 10, 22, 24], "ravn": [7, 10, 21, 22], "o": [7, 10, 24], "2021": [7, 10, 11, 21, 22, 24], "an": [7, 10, 21, 22, 23, 24], "extend": [7, 10, 21, 22], "simul": [7, 10, 14, 21, 22, 24], "decis": [7, 10, 21, 22], "support": [7, 10, 21, 22], "system": [7, 10, 21, 22, 24], "comput": [7, 8, 10, 21, 22, 23, 24], "chemic": [7, 10, 21, 22], "engin": [7, 10, 14, 21, 22, 24], "149": [7, 10, 21, 22], "107281": [7, 10, 21, 22], "http": [7, 10, 12, 25, 26], "web": [7, 10], "mit": [7, 10], "edu": [7, 10], "braatzgroup": [7, 10], "html": [7, 10, 25, 26], "crop": [7, 10], "version": [7, 10], "rieth": [7, 10], "amsel": [7, 10], "d": [7, 10, 22, 24], "tran": [7, 10], "r": [7, 10, 22], "cook": [7, 10], "2017": [7, 10], "addit": [7, 10], "v1": [7, 10], "softwar": [7, 10], "harvard": [7, 10], "datavers": [7, 10], "doi": [7, 10, 14], "org": [7, 10, 25], "7910": [7, 10], "dvn": [7, 10], "6c3jr1": [7, 10], "pred": [7, 10, 12, 14], "list": [7, 8, 9, 10, 12, 14], "classif": [7, 10], "true": [7, 10, 13, 14, 15, 21, 22, 23, 24, 25, 26], "posit": [7, 10, 21, 22], "divid": [7, 10, 21, 22, 23], "exampl": [7, 10, 23, 24], "slidingwindowdataset": [7, 10, 12, 14], "option": 7, "cpu": [8, 11, 13, 15], "ae_anomaly_detect": 8, "threshold": [8, 25], "95": [8, 24], "64": [8, 13, 24, 25, 26], "ae": [8, 23], "consist": [8, 11, 13, 15, 22, 24], "encod": [8, 24], "decod": 8, "part": [8, 24], "each": [8, 10, 11, 13, 15, 22, 23, 24], "reshap": [8, 11, 13, 15], "vector": [8, 11, 13, 15, 21], "output": [8, 11, 13, 15, 21], "num_sensor": 8, "num_lay": [8, 11], "x": [8, 21, 24], "defin": [8, 9, 21, 22], "perform": [8, 21, 22, 23, 24], "everi": [8, 22], "call": 8, "should": [8, 24], "overridden": 8, "subclass": 8, "although": 8, "recip": 8, "pass": 8, "need": 8, "within": [8, 21, 22], "one": [8, 22], "afterward": 8, "instead": 8, "sinc": [8, 23], "former": 8, "take": 8, "care": 8, "run": [8, 14, 19, 22, 23, 24], "regist": 8, "hook": 8, "while": 8, "latter": 8, "silent": 8, "ignor": 8, "them": [8, 21, 22], "pd": 8, "without": 8, "state": [8, 21, 22, 23, 24], "cfg_path": 9, "path_get": 9, "path": 9, "field": 9, "nest": 9, "specifi": 9, "object": 9, "path_set": 9, "doesn": 9, "t": [9, 21, 22, 23, 24], "exist": 9, "obejct": 9, "to_yaml": 9, "dump": 9, "yaml": 9, "file": 9, "basefaultdiagnosi": [10, 11], "tcn": [10, 24], "faultdiagnosissmalltep": [10, 26], "ndarrai": 10, "correct": [10, 21, 22], "rate": [10, 21, 22, 23], "total": [10, 21, 22, 23], "correctli": [10, 21, 22], "diagnos": [10, 22], "faulti": [10, 21, 22], "aka": 10, "alarm": [10, 21, 22], "normal": [10, 21, 22], "mlp_fault_diagnosi": [11, 13], "multilay": [11, 13, 15], "perceptron": [11, 13, 15], "hidden": [11, 13, 15], "layer": [11, 13, 15], "relu": [11, 13, 15, 25], "activ": [11, 13, 15], "kernel_s": 11, "dilation_bas": 11, "dropout": 11, "tcn_fault_diagnosi": 11, "tempor": [11, 24], "convolut": [11, 24], "network": [11, 21, 24], "The": [11, 21, 22, 23, 24], "lomov": 11, "ildar": 11, "et": [11, 14, 23], "al": [11, 14, 23], "deep": [11, 21, 24], "learn": [11, 21, 22, 24], "journal": [11, 24], "industri": [11, 24], "inform": [11, 21, 23, 24], "integr": 11, "100216": 11, "health_index_estim": 12, "packag": [12, 17, 26], "basehealthindexestim": [12, 13], "mill": 12, "mil": 12, "nasa": [12, 23], "gov": 12, "raw": 12, "wear": 12, "vjv9": 12, "9f3x": 12, "mse": [12, 13], "squar": [12, 14], "error": [12, 14], "between": [12, 14, 21, 23], "real": [12, 14, 22], "rmse": [12, 14, 15, 23, 24], "stride": [12, 13, 14, 15], "hi": [13, 23], "1024": 13, "300": 13, "5e": [13, 15], "05": [13, 15, 24, 26], "50": [13, 15, 26], "remaining_useful_life_estim": 14, "baseremainingusefullifeestim": [14, 15], "rulcmapss": 14, "piec": [14, 24], "wise": [14, 24], "saxena": [14, 24], "damag": [14, 24], "propag": [14, 24], "aircraft": [14, 24], "failur": [14, 24], "1109": 14, "phm": 14, "2008": [14, 24], "4711414": 14, "nonsimmetric_funct": 14, "expon": [14, 23], "depend": [14, 21, 22], "rel": 14, "deviat": [14, 21], "divis": 14, "root": 14, "score": [14, 15, 24], "non": 14, "simmetr": 14, "propos": [14, 23], "origin": [14, 24], "cmapss": 14, "rul": [15, 24], "mapss": 15, "mlp_cmapss_rul": 15, "subpackag": 17, "go": 19, "folder": 19, "pip": 19, "e": [19, 24], "pytest": 19, "remain": [20, 22], "lifetim": 20, "health": [20, 21, 24], "In": [21, 22], "focu": [21, 22], "monitor": [21, 22], "variabl": [21, 22], "oper": [21, 22, 23, 24], "classifi": [21, 22], "These": [21, 22], "temperatur": 21, "pressur": 21, "flow": 21, "level": [21, 23], "indic": [21, 22], "composit": 21, "effici": 21, "typic": 21, "signal": [21, 22], "mathemat": 21, "formul": [21, 24], "context": 21, "involv": [21, 23], "map": 21, "binari": 21, "anomal": 21, "let": 21, "repres": [21, 23, 24], "time": [21, 22], "begin": [21, 22, 23, 24], "equat": [21, 22, 23, 24], "x_1": [21, 22], "x_2": [21, 22], "ldot": 21, "x_n": [21, 22], "end": [21, 22, 23, 24], "x_i": 21, "denot": 21, "th": 21, "n": [21, 22, 23, 24], "can": [21, 22], "case": [21, 22, 23, 24], "text": [21, 22, 24], "otherwis": 21, "setup": 21, "could": 21, "machin": [21, 22, 23, 24], "histor": 21, "relationship": 21, "algorithm": [21, 23], "neural": [21, 24], "tree": 21, "emploi": 21, "captur": 21, "complex": 21, "interdepend": 21, "accur": 21, "identifi": [21, 22], "pattern": 21, "sever": [21, 22], "commonli": [21, 22, 24], "help": [21, 22], "understand": [21, 22], "well": [21, 22], "avoid": [21, 22], "choic": [21, 22], "often": [21, 22], "specif": [21, 22, 24], "requir": [21, 22, 23], "versu": [21, 22, 25], "cost": [21, 22], "common": [21, 22], "includ": [21, 22, 23, 24], "measur": [21, 22, 23], "overal": [21, 22], "frac": [21, 22, 23, 24], "neg": [21, 22], "recal": [21, 22], "proport": [21, 22], "actual": [21, 22], "It": [21, 22], "particularli": [21, 22], "scenario": [21, 22], "miss": [21, 22, 23], "have": [21, 22], "seriou": [21, 22], "consequ": [21, 22], "incorrectli": [21, 22], "lower": [21, 22], "desir": [21, 22], "fewer": [21, 22], "christoph": [21, 22], "murat": [21, 22], "ol": [21, 22], "k": [21, 22, 23, 24], "choi": 21, "j": [21, 24], "yi": 21, "park": 21, "yoon": 21, "review": [21, 22], "analysi": 21, "guidelin": 21, "ieee": [21, 24], "access": 21, "vol": 21, "pp": [21, 24], "120043": 21, "120065": 21, "gen": 21, "li": [21, 24], "jason": 21, "jung": 21, "multivari": [21, 22], "approach": [21, 23, 24], "applic": [21, 24], "challeng": 21, "fusion": 21, "volum": 21, "91": 21, "2023": [21, 24], "compani": 22, "serv": 22, "crucial": 22, "control": [22, 24], "mimick": 22, "plant": 22, "see": [22, 25, 26], "figur": [22, 23, 24], "ref": 22, "fig": [22, 23, 24], "process_diagram": 22, "cite": 22, "2800": 22, "independ": [22, 23], "last": 22, "100": [22, 26], "hour": 22, "collect": 22, "frequenc": 22, "minut": 22, "thu": 22, "2000": 22, "observ": 22, "onc": 22, "30": [22, 24, 25, 26], "after": 22, "goe": 22, "ratio": 22, "test": [22, 24, 25, 26], "80": [22, 26], "contain": [22, 23, 24], "52": [22, 25, 26], "41": [22, 25, 26], "manipul": 22, "moment": 22, "correspond": [22, 23], "certain": 22, "condit": [22, 24], "mark": 22, "label": [22, 23], "point": [22, 23], "x_t": 22, "mathbb": 22, "y_1": 22, "y_2": 22, "y_n": 22, "y_t": 22, "determin": 22, "Then": 22, "slide": 22, "window": 22, "width": 22, "rightarrow": 22, "must": 22, "found": [22, 26], "align": [22, 24], "argmin": 22, "_f": 22, "sum_": [22, 23, 24], "x_": 22, "loss": [22, 25, 26], "approxim": [22, 23], "devid": 22, "abid": 22, "anam": 22, "muhammad": 22, "tahir": 22, "khan": 22, "javaid": 22, "iqbal": 22, "techniqu": [22, 23], "basic": 22, "beyond": 22, "artifici": 22, "intellig": [22, 24], "54": [22, 25, 26], "3639": 22, "3664": [22, 25, 26], "experi": 23, "conduct": 23, "matsuura": 23, "centr": 23, "mc": 23, "510v": 23, "dry": 23, "rough": 23, "cast": 23, "iron": 23, "j45": 23, "stainless": 23, "steel": 23, "workpiec": 23, "six": 23, "tooth": 23, "face": 23, "kc710": 23, "carbid": 23, "insert": 23, "variou": [23, 24], "sub": 23, "depth": 23, "feed": 23, "were": 23, "chang": 23, "record": 23, "vibroacceleromet": 23, "cta": 23, "current": 23, "space": 23, "saw": 23, "surfac": 23, "optic": 23, "microscopi": 23, "Of": 23, "step": 23, "five": 23, "tool": 23, "follow": 23, "ac": 23, "spindl": 23, "motor": 23, "smcac": 23, "dc": 23, "smcdc": 23, "vibrat": 23, "vib_tabl": 23, "vib_spindl": 23, "acoust": 23, "emiss": 23, "ae_tabl": 23, "ae_spindl": 23, "main": [23, 24], "idea": 23, "build": 23, "featur": 23, "extract": [23, 26], "equip": [23, 24], "due": [23, 24], "valid": 23, "alwai": 23, "perfectli": 23, "confirm": 23, "To": 23, "construct": 23, "we": 23, "taylor": 23, "document": [23, 25], "eq": 23, "c_": 23, "v": [23, 24], "v_": 23, "life": [23, 24], "constant": 23, "relat": 23, "min": 23, "speed": [23, 24], "nelder": 23, "mead": 23, "scipi": 23, "obtain": 23, "character": [23, 24], "itself": 23, "definit": 23, "charact": 23, "curv": 23, "behavior": [23, 24], "empir": [23, 24], "verifi": 23, "read": [23, 24, 26], "first": 23, "pipelin": 23, "sawtooth": 23, "next": 23, "simultan": 23, "do": 23, "max": 23, "scale": [23, 24, 25, 26], "subdataset": 23, "minimum": 23, "mm": 23, "maximum": 23, "allow": 23, "58": [23, 24, 26], "subtract": 23, "reduc": 23, "impact": 23, "implicit": 23, "weight": 23, "healthi": [23, 24], "problem": [23, 24], "wa": [23, 24], "chosen": 23, "appli": 23, "both": 23, "acquir": 23, "sqrt": [23, 24], "y_i": [23, 24], "hat": [23, 24], "y": [23, 24], "_i": [23, 24], "dure": [23, 24], "art": [23, 24], "unknown": 23, "characterist": [23, 24], "limit": 23, "most": [23, 24], "work": 23, "especi": 23, "similar": 23, "about": [23, 24], "trajectori": [23, 24], "cycl": 23, "mapreduc": 23, "prf": 23, "2020": [23, 24], "0531": 23, "svm": 23, "0254": 23, "takelm": 23, "0134": 23, "lstm": 23, "2018": 23, "0148": 23, "agogino": 23, "goebel": [23, 24], "prognost": [23, 24], "repositori": 23, "2007": 23, "virtanen": 23, "p": 23, "fundament": 23, "scientif": 23, "python": 23, "natur": 23, "261": 23, "272": 23, "gener": 24, "commerci": 24, "modular": 24, "aero": 24, "propuls": 24, "program": 24, "turbofan": 24, "under": 24, "flight": 24, "until": 24, "situat": 24, "ascent": 24, "descent": 24, "altitud": 24, "km": 24, "four": 24, "subset": 24, "locat": 24, "differ": 24, "degrad": 24, "three": 24, "height": 24, "acceler": 24, "term": 24, "mach": 24, "throttl": 24, "resolv": 24, "angl": 24, "becaus": 24, "weak": 24, "distinguish": 24, "consid": 24, "abov": 24, "equal": 24, "regress": 24, "geq": 24, "heurist": 24, "125": 24, "previous": 24, "studi": 24, "asymmetr": 24, "phm2008": 24, "competit": 24, "penal": 24, "overestim": 24, "mainten": 24, "regul": 24, "fd001": 24, "fd003": 24, "fd002": 24, "fd004": 24, "gnmr": 24, "212": 24, "370": 24, "85": 24, "3196": 24, "2795": 24, "bl": 24, "tfcn": 24, "08": [24, 26], "243": 24, "43": [24, 25, 26], "244": [24, 25, 26], "87": [24, 26], "1605": 24, "2096": 24, "tcnn": 24, "40": [24, 25, 26], "254": 24, "35": [24, 25, 26], "415": 24, "75": [24, 25, 26], "1453": 24, "2583": 24, "rve": 24, "2022": 24, "42": [24, 25, 26], "323": [24, 25, 26], "51": 24, "92": 24, "1379": 24, "37": [24, 25, 26], "1846": 24, "bigru": 24, "tsam": 24, "56": 24, "213": 24, "45": [24, 25, 26], "232": 24, "94": 24, "2264": 24, "47": [24, 25, 26], "3610": 24, "mca": 24, "bgru": 24, "44": [24, 25, 26], "211": 24, "kghm": 24, "251": 24, "333": 24, "1131": 24, "96": 24, "3356": 24, "da": 24, "78": 24, "pm": 24, "29": [24, 25], "229": 24, "61": [24, 25, 26], "257": [24, 25, 26], "76": 24, "1842": 24, "522": 24, "06": 24, "2317": 24, "655": [24, 25, 26], "adl": 24, "dnn": 24, "238": 24, "59": [24, 25, 26], "281": 24, "33": [24, 25, 26], "1149": 24, "1371": 24, "simon": 24, "eklund": 24, "intern": 24, "confer": 24, "manag": 24, "heim": 24, "recurr": 24, "estim": 24, "international135": 24, "jyoti": 24, "pankaj": 24, "vishnu": 24, "lovekesh": 24, "gautam": 24, "graph": 24, "leverag": 24, "structur": 24, "arxiv": 24, "preprint": 24, "2006": 24, "16556v1": 24, "yu": 24, "wang": 24, "h": 24, "by140": 24, "fuse": 24, "broad": 24, "8th": 24, "cybernet": 24, "social": 24, "iccss": 24, "137": [24, 25, 26], "142": [24, 25, 26], "cheng": 24, "song": 24, "joint": 24, "and145": 24, "neurosci": 24, "costa": 24, "s\u00e1nchez": 24, "variat": 24, "interpret": 24, "assess": 24, "reliabl": 24, "safeti": 24, "222": 24, "108353": 24, "zhang": 24, "jiang": 24, "wu": 24, "luo": 24, "yin": 24, "bidirect": 24, "gate": 24, "unit": 24, "self": [24, 25], "attent": 24, "mechan": 24, "engineering150": 24, "221": 24, "108297": 24, "kara": 24, "multi": 24, "169": 24, "108211": 24, "chen": 24, "hu": 24, "z": 24, "enabl": 24, "knowledg": 24, "108869": 24, "gao": 24, "jia": 24, "q": 24, "pang": 24, "distribut": 24, "internet": 24, "thing": 24, "9594": 24, "9602": 24, "xiang": 24, "qin": 24, "liu": 24, "gryllia": 24, "automat": 24, "differenti": 24, "its": 24, "223": 24, "108531": 24, "xmeas_1": [25, 26], "xmeas_2": [25, 26], "xmeas_3": [25, 26], "xmeas_4": [25, 26], "xmeas_5": [25, 26], "xmeas_6": [25, 26], "xmeas_7": [25, 26], "xmeas_8": [25, 26], "xmeas_9": [25, 26], "xmeas_10": [25, 26], "xmv_2": [25, 26], "xmv_3": [25, 26], "xmv_4": [25, 26], "xmv_5": [25, 26], "xmv_6": [25, 26], "xmv_7": [25, 26], "xmv_8": [25, 26], "xmv_9": [25, 26], "xmv_10": [25, 26], "xmv_11": [25, 26], "413402073": [25, 26], "25038": [25, 26], "3674": [25, 26], "4529": [25, 26], "2320": [25, 26], "889": [25, 26], "402": [25, 26], "2704": [25, 26], "74": [25, 26], "863": [25, 26], "120": [25, 26], "33818": [25, 26], "53": [25, 26], "744": [25, 26], "657": [25, 26], "62": [25, 26], "544": [25, 26], "39": [25, 26], "935": [25, 26], "757": [25, 26], "510": [25, 26], "258": [25, 26], "447": [25, 26], "25109": [25, 26], "3659": [25, 26], "4556": [25, 26], "4264": [25, 26], "721": [25, 26], "576": [25, 26], "2705": [25, 26], "000": [25, 26], "33620": [25, 26], "414": [25, 26], "588": [25, 26], "259": [25, 26], "084": [25, 26], "176": [25, 26], "38": [25, 26], "554": [25, 26], "692": [25, 26], "427": [25, 26], "359": [25, 26], "194": [25, 26], "3660": [25, 26], "4477": [25, 26], "4426": [25, 26], "875": [25, 26], "070": [25, 26], "2706": [25, 26], "771": [25, 26], "33563": [25, 26], "357": [25, 26], "666": [25, 26], "275": [25, 26], "380": [25, 26], "990": [25, 26], "46": [25, 26], "699": [25, 26], "468": [25, 26], "199": [25, 26], "530": [25, 26], "24977": [25, 26], "3661": [25, 26], "4512": [25, 26], "4776": [25, 26], "758": [25, 26], "063": [25, 26], "2707": [25, 26], "224": [25, 26], "33553": [25, 26], "946": [25, 26], "725": [25, 26], "856": [25, 26], "277": [25, 26], "072": [25, 26], "541": [25, 26], "658": [25, 26], "643": [25, 26], "089": [25, 26], "29405": [25, 26], "3679": [25, 26], "4497": [25, 26], "3381": [25, 26], "650": [25, 26], "388": [25, 26], "32632": [25, 26], "797": [25, 26], "60": [25, 26], "717": [25, 26], "947": [25, 26], "144": [25, 26], "955": [25, 26], "645": [25, 26], "346": [25, 26], "507": [25, 26], "461": [25, 26], "312148819": [25, 26], "956": [25, 26], "24842": [25, 26], "3694": [25, 26], "4491": [25, 26], "3946": [25, 26], "780": [25, 26], "2708": [25, 26], "765": [25, 26], "32959": [25, 26], "891": [25, 26], "580": [25, 26], "63": [25, 26], "320": [25, 26], "867": [25, 26], "868": [25, 26], "36": [25, 26], "061": [25, 26], "48": [25, 26], "088": [25, 26], "470": [25, 26], "463": [25, 26], "078": [25, 26], "957": [25, 26], "22612": [25, 26], "3736": [25, 26], "4523": [25, 26], "3655": [25, 26], "778": [25, 26], "730": [25, 26], "2711": [25, 26], "32645": [25, 26], "675": [25, 26], "831": [25, 26], "027": [25, 26], "842": [25, 26], "560": [25, 26], "598": [25, 26], "591": [25, 26], "720": [25, 26], "958": [25, 26], "22386": [25, 26], "3692": [25, 26], "4476": [25, 26], "3984": [25, 26], "673": [25, 26], "528": [25, 26], "2712": [25, 26], "679": [25, 26], "32484": [25, 26], "233": [25, 26], "053": [25, 26], "228": [25, 26], "235": [25, 26], "040": [25, 26], "116": [25, 26], "737": [25, 26], "490": [25, 26], "884": [25, 26], "310": [25, 26], "959": [25, 26], "22561": [25, 26], "4483": [25, 26], "4293": [25, 26], "435": [25, 26], "469": [25, 26], "2710": [25, 26], "857": [25, 26], "31932": [25, 26], "335": [25, 26], "248": [25, 26], "567": [25, 26], "820": [25, 26], "979": [25, 26], "394": [25, 26], "503": [25, 26], "630": [25, 26], "996": [25, 26], "960": [25, 26], "22585": [25, 26], "3717": [25, 26], "4492": [25, 26], "4061": [25, 26], "869": [25, 26], "722": [25, 26], "31926": [25, 26], "217": [25, 26], "225": [25, 26], "429": [25, 26], "986": [25, 26], "34": [25, 26], "810": [25, 26], "639": [25, 26], "898": [25, 26], "378": [25, 26], "153300": [25, 26], "row": [25, 26], "dtype": [25, 26], "int64": [25, 26], "split": [25, 26], "user": [25, 26], "kovalenko": 25, "codeai": 25, "develop": 25, "py": [25, 26], "66": 25, "settingwithcopywarn": 25, "try": 25, "copi": 25, "slice": 25, "caveat": 25, "pydata": 25, "doc": 25, "stabl": [25, 26], "user_guid": 25, "view": 25, "loc": 25, "epoch": [25, 26], "8553": 25, "7809": 25, "7282": 25, "6688": 25, "6239": 25, "5701": 25, "5803": 25, "5343": 25, "4826": 25, "4572": 25, "4561": 25, "4602": 25, "4951": 25, "4614": 25, "4223": 25, "4113": 25, "4025": 25, "4169": 25, "4102": 25, "4085": 25, "4060": 25, "4032": 25, "3890": 25, "3723": 25, "4087": 25, "3880": 25, "3385": 25, "3794": 25, "3469": 25, "3563": 25, "sequenti": 25, "flatten": 25, "start_dim": 25, "end_dim": 25, "linear": 25, "in_featur": 25, "520": 25, "out_featur": 25, "bia": 25, "119": 25, "8126917293233082": 25, "vitalijpozdnakov": 26, "miniconda3": 26, "env": 26, "lib": 26, "python3": 26, "site": 26, "tqdmwarn": 26, "iprogress": 26, "pleas": 26, "updat": 26, "jupyt": 26, "ipywidget": 26, "readthedoc": 26, "io": 26, "en": 26, "user_instal": 26, "autonotebook": 26, "notebook_tqdm": 26, "small_tep": 26, "2m": 26, "00": 26, "01": 26, "1mb": 26, "csv": 26, "6mb": 26, "153mb": 26, "77mb": 26, "60gb": 26, "33gb": 26, "79692": 26, "16it": 26, "1771006": 26, "14it": 26, "1837204": 26, "89it": 26, "105": 26, "777": 26, "58it": 26, "02": 26, "70": 26, "4350": 26, "88": 26, "5717": 26, "82": 26, "3677": 26, "79": 26, "6005": 26, "77": 26, "7325": 26, "86": 26, "3584": 26, "5394": 26, "81": 26, "3939": 26, "90": 26, "03": 26, "57": 26, "3941": 26, "4601": 26, "345": 26, "39it": 26, "7945664160401003": 26}, "objects": {"ice.anomaly_detection": [[7, 0, 0, "-", "datasets"], [7, 0, 0, "-", "metrics"], [7, 0, 0, "-", "utils"]], "ice.anomaly_detection.datasets": [[7, 1, 1, "", "AnomalyDetectionReinartzTEP"], [7, 1, 1, "", "AnomalyDetectionSmallTEP"]], "ice.anomaly_detection.datasets.AnomalyDetectionReinartzTEP": [[7, 2, 1, "", "set_name_public_link"]], "ice.anomaly_detection.datasets.AnomalyDetectionSmallTEP": [[7, 2, 1, "", "set_name_public_link"]], "ice.anomaly_detection.metrics": [[7, 3, 1, "", "accuracy"]], "ice.anomaly_detection.models": [[8, 0, 0, "-", "autoencoder"], [8, 0, 0, "-", "base"]], "ice.anomaly_detection.models.autoencoder": [[8, 1, 1, "", "AutoEncoderMLP"], [8, 1, 1, "", "MLP"]], "ice.anomaly_detection.models.autoencoder.MLP": [[8, 2, 1, "", "forward"], [8, 4, 1, "", "training"]], "ice.anomaly_detection.models.base": [[8, 1, 1, "", "BaseAnomalyDetection"]], "ice.anomaly_detection.models.base.BaseAnomalyDetection": [[8, 2, 1, "", "evaluate"], [8, 2, 1, "", "fit"]], "ice.anomaly_detection.utils": [[7, 1, 1, "", "SlidingWindowDataset"]], "ice": [[16, 0, 0, "-", "base"], [9, 0, 0, "-", "configs"]], "ice.base": [[16, 1, 1, "", "BaseDataset"], [16, 1, 1, "", "BaseModel"]], "ice.base.BaseDataset": [[16, 2, 1, "", "set_name_public_link"]], "ice.base.BaseModel": [[16, 2, 1, "", "evaluate"], [16, 2, 1, "", "fit"], [16, 2, 1, "", "from_config"], [16, 2, 1, "", "predict"]], "ice.configs": [[9, 1, 1, "", "Config"]], "ice.configs.Config": [[9, 2, 1, "", "path_get"], [9, 2, 1, "", "path_set"], [9, 2, 1, "", "to_yaml"]], "ice.fault_diagnosis": [[10, 0, 0, "-", "datasets"], [10, 0, 0, "-", "metrics"], [10, 0, 0, "-", "utils"]], "ice.fault_diagnosis.datasets": [[10, 1, 1, "", "FaultDiagnosisReinartzTEP"], [10, 1, 1, "", "FaultDiagnosisSmallTEP"]], "ice.fault_diagnosis.datasets.FaultDiagnosisReinartzTEP": [[10, 2, 1, "", "set_name_public_link"]], "ice.fault_diagnosis.datasets.FaultDiagnosisSmallTEP": [[10, 2, 1, "", "set_name_public_link"]], "ice.fault_diagnosis.metrics": [[10, 3, 1, "", "accuracy"], [10, 3, 1, "", "correct_daignosis_rate"], [10, 3, 1, "", "false_positive_rate"], [10, 3, 1, "", "true_positive_rate"]], "ice.fault_diagnosis.models": [[11, 0, 0, "-", "base"], [11, 0, 0, "-", "mlp"], [11, 0, 0, "-", "tcn"]], "ice.fault_diagnosis.models.base": [[11, 1, 1, "", "BaseFaultDiagnosis"]], "ice.fault_diagnosis.models.base.BaseFaultDiagnosis": [[11, 2, 1, "", "evaluate"]], "ice.fault_diagnosis.models.mlp": [[11, 1, 1, "", "MLP"]], "ice.fault_diagnosis.models.tcn": [[11, 1, 1, "", "TCN"]], "ice.fault_diagnosis.utils": [[10, 1, 1, "", "SlidingWindowDataset"]], "ice.health_index_estimation": [[12, 0, 0, "-", "datasets"], [12, 0, 0, "-", "metrics"], [12, 0, 0, "-", "utils"]], "ice.health_index_estimation.datasets": [[12, 1, 1, "", "Milling"]], "ice.health_index_estimation.datasets.Milling": [[12, 2, 1, "", "set_name_public_link"]], "ice.health_index_estimation.metrics": [[12, 3, 1, "", "mse"]], "ice.health_index_estimation.models": [[13, 0, 0, "-", "base"], [13, 0, 0, "-", "mlp"]], "ice.health_index_estimation.models.base": [[13, 1, 1, "", "BaseHealthIndexEstimation"]], "ice.health_index_estimation.models.base.BaseHealthIndexEstimation": [[13, 2, 1, "", "evaluate"]], "ice.health_index_estimation.models.mlp": [[13, 1, 1, "", "MLP"]], "ice.health_index_estimation.utils": [[12, 1, 1, "", "SlidingWindowDataset"]], "ice.remaining_useful_life_estimation": [[14, 0, 0, "-", "datasets"], [14, 0, 0, "-", "metrics"], [14, 0, 0, "-", "utils"]], "ice.remaining_useful_life_estimation.datasets": [[14, 1, 1, "", "RulCmapss"]], "ice.remaining_useful_life_estimation.datasets.RulCmapss": [[14, 2, 1, "", "set_name_public_link"]], "ice.remaining_useful_life_estimation.metrics": [[14, 3, 1, "", "nonsimmetric_function"], [14, 3, 1, "", "rmse"], [14, 3, 1, "", "score"]], "ice.remaining_useful_life_estimation.models": [[15, 0, 0, "-", "base"], [15, 0, 0, "-", "mlp"]], "ice.remaining_useful_life_estimation.models.base": [[15, 1, 1, "", "BaseRemainingUsefulLifeEstimation"]], "ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation": [[15, 2, 1, "", "evaluate"]], "ice.remaining_useful_life_estimation.models.mlp": [[15, 1, 1, "", "MLP"]], "ice.remaining_useful_life_estimation.utils": [[14, 1, 1, "", "SlidingWindowDataset"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:function", "4": "py:attribute"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "function", "Python function"], "4": ["py", "attribute", "Python attribute"]}, "titleterms": {"advanc": 0, "materi": 0, "result": [1, 2], "anomali": [1, 7, 21, 25], "detect": [1, 7, 21, 25], "us": [1, 2, 14, 24], "autoencodermlp": 1, "256": [1, 2], "fault": [2, 10, 22, 26], "diagnosi": [2, 10, 22, 26], "mlp": [2, 11, 13, 15], "benchmark": 3, "content": [3, 27], "custom": 4, "class": 4, "ic": [5, 6, 8, 11, 13, 15, 17], "industri": 5, "condit": 5, "evalu": 5, "packag": [6, 8, 11, 13, 15], "subpackag": 6, "submodul": [6, 8, 11, 13, 15], "base": [6, 8, 11, 13, 15, 16], "modul": [6, 8, 11, 13, 15, 16], "model": [7, 8, 10, 11, 12, 13, 14, 15], "ad": 7, "dataset": [7, 10, 12, 14, 21, 22, 23, 24], "metric": [7, 10, 12, 14, 21, 22, 23, 24], "util": [7, 10, 12, 14], "anomaly_detect": 8, "autoencod": 8, "config": 9, "fd": 10, "fault_diagnosi": 11, "tcn": 11, "health": [12, 23], "index": [12, 23], "hi": 12, "health_index_estim": 13, "remain": [14, 24], "life": 14, "rul": 14, "remaining_useful_life_estim": 15, "api": 16, "refer": [16, 21, 22, 23, 24], "get": 18, "start": 18, "instal": 19, "test": [19, 23], "task": [20, 21, 22, 23, 24, 25, 26], "tabl": [23, 24], "1": [23, 24], "c": [23, 24], "mill": 23, "cut": 23, "3": 23, "7": 23, "origin": 23, "wear": 23, "target": 23, "lifetim": 24, "mapss": 24, "tutori": [25, 26, 27], "quick": 27}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 57}, "alltitles": {"Advanced materials": [[0, "advanced-materials"]], "Results of anomaly detection using AutoEncoderMLP-256": [[1, "results-of-anomaly-detection-using-autoencodermlp-256"]], "Results of fault diagnosis using MLP-256": [[2, "results-of-fault-diagnosis-using-mlp-256"]], "Benchmarking": [[3, "benchmarking"]], "Contents:": [[3, null], [27, null]], "Custom classes": [[4, "custom-classes"]], "ICE - Industrial Condition Evaluation": [[5, "ice-industrial-condition-evaluation"]], "ice package": [[6, "ice-package"]], "Subpackages": [[6, "subpackages"]], "Submodules": [[6, "submodules"], [8, "submodules"], [11, "submodules"], [13, "submodules"], [15, "submodules"]], "ice.base module": [[6, "module-ice.base"]], "Anomaly detection": [[7, "anomaly-detection"], [21, "anomaly-detection"]], "Models": [[7, "models"], [10, "models"], [12, "models"], [14, "models"]], "AD datasets": [[7, "module-ice.anomaly_detection.datasets"]], "AD metrics": [[7, "module-ice.anomaly_detection.metrics"]], "AD utils": [[7, "module-ice.anomaly_detection.utils"]], "ice.anomaly_detection.models package": [[8, "ice-anomaly-detection-models-package"]], "ice.anomaly_detection.models.autoencoder module": [[8, "module-ice.anomaly_detection.models.autoencoder"]], "ice.anomaly_detection.models.base module": [[8, "module-ice.anomaly_detection.models.base"]], "Configs": [[9, "module-ice.configs"]], "Fault diagnosis": [[10, "fault-diagnosis"], [22, "fault-diagnosis"]], "FD datasets": [[10, "module-ice.fault_diagnosis.datasets"]], "FD metrics": [[10, "module-ice.fault_diagnosis.metrics"]], "FD utils": [[10, "module-ice.fault_diagnosis.utils"]], "ice.fault_diagnosis.models package": [[11, "ice-fault-diagnosis-models-package"]], "ice.fault_diagnosis.models.base module": [[11, "module-ice.fault_diagnosis.models.base"]], "ice.fault_diagnosis.models.mlp module": [[11, "module-ice.fault_diagnosis.models.mlp"]], "ice.fault_diagnosis.models.tcn module": [[11, "module-ice.fault_diagnosis.models.tcn"]], "Health index": [[12, "health-index"], [23, "health-index"]], "HI datasets": [[12, "module-ice.health_index_estimation.datasets"]], "HI metrics": [[12, "module-ice.health_index_estimation.metrics"]], "HI utils": [[12, "module-ice.health_index_estimation.utils"]], "ice.health_index_estimation.models package": [[13, "ice-health-index-estimation-models-package"]], "ice.health_index_estimation.models.base module": [[13, "module-ice.health_index_estimation.models.base"]], "ice.health_index_estimation.models.mlp module": [[13, "module-ice.health_index_estimation.models.mlp"]], "Remaining useful life": [[14, "remaining-useful-life"]], "RUL datasets": [[14, "module-ice.remaining_useful_life_estimation.datasets"]], "RUL metrics": [[14, "module-ice.remaining_useful_life_estimation.metrics"]], "RUL utils": [[14, "module-ice.remaining_useful_life_estimation.utils"]], "ice.remaining_useful_life_estimation.models package": [[15, "ice-remaining-useful-life-estimation-models-package"]], "ice.remaining_useful_life_estimation.models.base module": [[15, "module-ice.remaining_useful_life_estimation.models.base"]], "ice.remaining_useful_life_estimation.models.mlp module": [[15, "module-ice.remaining_useful_life_estimation.models.mlp"]], "API reference": [[16, "api-reference"]], "Base modules": [[16, "module-ice.base"]], "ice": [[17, "ice"]], "Getting started": [[18, "getting-started"]], "Installation": [[19, "installation"]], "Testing": [[19, "testing"]], "Tasks": [[20, "tasks"]], "Dataset": [[21, "dataset"], [22, "dataset"], [23, "dataset"], [24, "dataset"]], "Task": [[21, "task"], [22, "task"], [23, "task"], [24, "task"]], "Metrics": [[21, "metrics"], [22, "metrics"], [23, "metrics"], [24, "metrics"]], "References": [[21, "references"], [22, "references"], [23, "references"], [24, "references"]], "Table 1: References for C-Milling dataset, cuts \u20181\u2019, \u20183\u2019, \u20187\u2019 testing, with the original dataset wear target.": [[23, "id3"]], "Remaining useful lifetime": [[24, "remaining-useful-lifetime"]], "Table 1: References for C-MAPSS dataset": [[24, "id2"]], "Tutorial on anomaly detection task": [[25, "tutorial-on-anomaly-detection-task"]], "Tutorial on fault diagnosis task": [[26, "tutorial-on-fault-diagnosis-task"]], "Quick tutorials": [[27, "quick-tutorials"]]}, "indexentries": {"basedataset (class in ice.base)": [[6, "ice.base.BaseDataset"], [16, "ice.base.BaseDataset"]], "basemodel (class in ice.base)": [[6, "ice.base.BaseModel"], [16, "ice.base.BaseModel"]], "evaluate() (ice.base.basemodel method)": [[6, "ice.base.BaseModel.evaluate"], [16, "ice.base.BaseModel.evaluate"]], "fit() (ice.base.basemodel method)": [[6, "ice.base.BaseModel.fit"], [16, "ice.base.BaseModel.fit"]], "from_config() (ice.base.basemodel class method)": [[6, "ice.base.BaseModel.from_config"], [16, "ice.base.BaseModel.from_config"]], "ice.base": [[6, "module-ice.base"], [16, "module-ice.base"]], "module": [[6, "module-ice.base"], [7, "module-ice.anomaly_detection.datasets"], [7, "module-ice.anomaly_detection.metrics"], [7, "module-ice.anomaly_detection.utils"], [8, "module-ice.anomaly_detection.models.autoencoder"], [8, "module-ice.anomaly_detection.models.base"], [9, "module-ice.configs"], [10, "module-ice.fault_diagnosis.datasets"], [10, "module-ice.fault_diagnosis.metrics"], [10, "module-ice.fault_diagnosis.utils"], [11, "module-ice.fault_diagnosis.models.base"], [11, "module-ice.fault_diagnosis.models.mlp"], [11, "module-ice.fault_diagnosis.models.tcn"], [12, "module-ice.health_index_estimation.datasets"], [12, "module-ice.health_index_estimation.metrics"], [12, "module-ice.health_index_estimation.utils"], [13, "module-ice.health_index_estimation.models.base"], [13, "module-ice.health_index_estimation.models.mlp"], [14, "module-ice.remaining_useful_life_estimation.datasets"], [14, "module-ice.remaining_useful_life_estimation.metrics"], [14, "module-ice.remaining_useful_life_estimation.utils"], [15, "module-ice.remaining_useful_life_estimation.models.base"], [15, "module-ice.remaining_useful_life_estimation.models.mlp"], [16, "module-ice.base"]], "predict() (ice.base.basemodel method)": [[6, "ice.base.BaseModel.predict"], [16, "ice.base.BaseModel.predict"]], "set_name_public_link() (ice.base.basedataset method)": [[6, "ice.base.BaseDataset.set_name_public_link"], [16, "ice.base.BaseDataset.set_name_public_link"]], "anomalydetectionreinartztep (class in ice.anomaly_detection.datasets)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionReinartzTEP"]], "anomalydetectionsmalltep (class in ice.anomaly_detection.datasets)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionSmallTEP"]], "slidingwindowdataset (class in ice.anomaly_detection.utils)": [[7, "ice.anomaly_detection.utils.SlidingWindowDataset"]], "accuracy() (in module ice.anomaly_detection.metrics)": [[7, "ice.anomaly_detection.metrics.accuracy"]], "ice.anomaly_detection.datasets": [[7, "module-ice.anomaly_detection.datasets"]], "ice.anomaly_detection.metrics": [[7, "module-ice.anomaly_detection.metrics"]], "ice.anomaly_detection.utils": [[7, "module-ice.anomaly_detection.utils"]], "set_name_public_link() (ice.anomaly_detection.datasets.anomalydetectionreinartztep method)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionReinartzTEP.set_name_public_link"]], "set_name_public_link() (ice.anomaly_detection.datasets.anomalydetectionsmalltep method)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionSmallTEP.set_name_public_link"]], "autoencodermlp (class in ice.anomaly_detection.models.autoencoder)": [[8, "ice.anomaly_detection.models.autoencoder.AutoEncoderMLP"]], "baseanomalydetection (class in ice.anomaly_detection.models.base)": [[8, "ice.anomaly_detection.models.base.BaseAnomalyDetection"]], "mlp (class in ice.anomaly_detection.models.autoencoder)": [[8, "ice.anomaly_detection.models.autoencoder.MLP"]], "evaluate() (ice.anomaly_detection.models.base.baseanomalydetection method)": [[8, "ice.anomaly_detection.models.base.BaseAnomalyDetection.evaluate"]], "fit() (ice.anomaly_detection.models.base.baseanomalydetection method)": [[8, "ice.anomaly_detection.models.base.BaseAnomalyDetection.fit"]], "forward() (ice.anomaly_detection.models.autoencoder.mlp method)": [[8, "ice.anomaly_detection.models.autoencoder.MLP.forward"]], "ice.anomaly_detection.models.autoencoder": [[8, "module-ice.anomaly_detection.models.autoencoder"]], "ice.anomaly_detection.models.base": [[8, "module-ice.anomaly_detection.models.base"]], "training (ice.anomaly_detection.models.autoencoder.mlp attribute)": [[8, "ice.anomaly_detection.models.autoencoder.MLP.training"]], "config (class in ice.configs)": [[9, "ice.configs.Config"]], "ice.configs": [[9, "module-ice.configs"]], "path_get() (ice.configs.config method)": [[9, "ice.configs.Config.path_get"]], "path_set() (ice.configs.config method)": [[9, "ice.configs.Config.path_set"]], "to_yaml() (ice.configs.config method)": [[9, "ice.configs.Config.to_yaml"]], "faultdiagnosisreinartztep (class in ice.fault_diagnosis.datasets)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisReinartzTEP"]], "faultdiagnosissmalltep (class in ice.fault_diagnosis.datasets)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisSmallTEP"]], "slidingwindowdataset (class in ice.fault_diagnosis.utils)": [[10, "ice.fault_diagnosis.utils.SlidingWindowDataset"]], "accuracy() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.accuracy"]], "correct_daignosis_rate() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.correct_daignosis_rate"]], "false_positive_rate() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.false_positive_rate"]], "ice.fault_diagnosis.datasets": [[10, "module-ice.fault_diagnosis.datasets"]], "ice.fault_diagnosis.metrics": [[10, "module-ice.fault_diagnosis.metrics"]], "ice.fault_diagnosis.utils": [[10, "module-ice.fault_diagnosis.utils"]], "set_name_public_link() (ice.fault_diagnosis.datasets.faultdiagnosisreinartztep method)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisReinartzTEP.set_name_public_link"]], "set_name_public_link() (ice.fault_diagnosis.datasets.faultdiagnosissmalltep method)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisSmallTEP.set_name_public_link"]], "true_positive_rate() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.true_positive_rate"]], "basefaultdiagnosis (class in ice.fault_diagnosis.models.base)": [[11, "ice.fault_diagnosis.models.base.BaseFaultDiagnosis"]], "mlp (class in ice.fault_diagnosis.models.mlp)": [[11, "ice.fault_diagnosis.models.mlp.MLP"]], "tcn (class in ice.fault_diagnosis.models.tcn)": [[11, "ice.fault_diagnosis.models.tcn.TCN"]], "evaluate() (ice.fault_diagnosis.models.base.basefaultdiagnosis method)": [[11, "ice.fault_diagnosis.models.base.BaseFaultDiagnosis.evaluate"]], "ice.fault_diagnosis.models.base": [[11, "module-ice.fault_diagnosis.models.base"]], "ice.fault_diagnosis.models.mlp": [[11, "module-ice.fault_diagnosis.models.mlp"]], "ice.fault_diagnosis.models.tcn": [[11, "module-ice.fault_diagnosis.models.tcn"]], "milling (class in ice.health_index_estimation.datasets)": [[12, "ice.health_index_estimation.datasets.Milling"]], "slidingwindowdataset (class in ice.health_index_estimation.utils)": [[12, "ice.health_index_estimation.utils.SlidingWindowDataset"]], "ice.health_index_estimation.datasets": [[12, "module-ice.health_index_estimation.datasets"]], "ice.health_index_estimation.metrics": [[12, "module-ice.health_index_estimation.metrics"]], "ice.health_index_estimation.utils": [[12, "module-ice.health_index_estimation.utils"]], "mse() (in module ice.health_index_estimation.metrics)": [[12, "ice.health_index_estimation.metrics.mse"]], "set_name_public_link() (ice.health_index_estimation.datasets.milling method)": [[12, "ice.health_index_estimation.datasets.Milling.set_name_public_link"]], "basehealthindexestimation (class in ice.health_index_estimation.models.base)": [[13, "ice.health_index_estimation.models.base.BaseHealthIndexEstimation"]], "mlp (class in ice.health_index_estimation.models.mlp)": [[13, "ice.health_index_estimation.models.mlp.MLP"]], "evaluate() (ice.health_index_estimation.models.base.basehealthindexestimation method)": [[13, "ice.health_index_estimation.models.base.BaseHealthIndexEstimation.evaluate"]], "ice.health_index_estimation.models.base": [[13, "module-ice.health_index_estimation.models.base"]], "ice.health_index_estimation.models.mlp": [[13, "module-ice.health_index_estimation.models.mlp"]], "rulcmapss (class in ice.remaining_useful_life_estimation.datasets)": [[14, "ice.remaining_useful_life_estimation.datasets.RulCmapss"]], "slidingwindowdataset (class in ice.remaining_useful_life_estimation.utils)": [[14, "ice.remaining_useful_life_estimation.utils.SlidingWindowDataset"]], "ice.remaining_useful_life_estimation.datasets": [[14, "module-ice.remaining_useful_life_estimation.datasets"]], "ice.remaining_useful_life_estimation.metrics": [[14, "module-ice.remaining_useful_life_estimation.metrics"]], "ice.remaining_useful_life_estimation.utils": [[14, "module-ice.remaining_useful_life_estimation.utils"]], "nonsimmetric_function() (in module ice.remaining_useful_life_estimation.metrics)": [[14, "ice.remaining_useful_life_estimation.metrics.nonsimmetric_function"]], "rmse() (in module ice.remaining_useful_life_estimation.metrics)": [[14, "ice.remaining_useful_life_estimation.metrics.rmse"]], "score() (in module ice.remaining_useful_life_estimation.metrics)": [[14, "ice.remaining_useful_life_estimation.metrics.score"]], "set_name_public_link() (ice.remaining_useful_life_estimation.datasets.rulcmapss method)": [[14, "ice.remaining_useful_life_estimation.datasets.RulCmapss.set_name_public_link"]], "baseremainingusefullifeestimation (class in ice.remaining_useful_life_estimation.models.base)": [[15, "ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation"]], "mlp (class in ice.remaining_useful_life_estimation.models.mlp)": [[15, "ice.remaining_useful_life_estimation.models.mlp.MLP"]], "evaluate() (ice.remaining_useful_life_estimation.models.base.baseremainingusefullifeestimation method)": [[15, "ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation.evaluate"]], "ice.remaining_useful_life_estimation.models.base": [[15, "module-ice.remaining_useful_life_estimation.models.base"]], "ice.remaining_useful_life_estimation.models.mlp": [[15, "module-ice.remaining_useful_life_estimation.models.mlp"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["advanced/index", "benchmark/ad_benchmark_autoencodermlp_256", "benchmark/fd_benchmark_mlp_256", "benchmark/index", "custom/index", "index", "reference/ice", "reference/ice.anomaly_detection", "reference/ice.anomaly_detection.models", "reference/ice.configs", "reference/ice.fault_diagnosis", "reference/ice.fault_diagnosis.models", "reference/ice.health_index_estimation", "reference/ice.health_index_estimation.models", "reference/ice.remaining_useful_life_estimation", "reference/ice.remaining_useful_life_estimation.models", "reference/index", "reference/modules", "start/index", "start/installation", "start/tasks/index", "start/tasks/task_ad", "start/tasks/task_fd", "start/tasks/task_hi", "start/tasks/task_rul", "start/tutorials/anomaly_detection_basic", "start/tutorials/fault_diagnosis_basic", "start/tutorials/index"], "filenames": ["advanced\\index.rst", "benchmark\\ad_benchmark_autoencodermlp_256.ipynb", "benchmark\\fd_benchmark_mlp_256.ipynb", "benchmark\\index.rst", "custom\\index.rst", "index.rst", "reference\\ice.rst", "reference\\ice.anomaly_detection.rst", "reference\\ice.anomaly_detection.models.rst", "reference\\ice.configs.rst", "reference\\ice.fault_diagnosis.rst", "reference\\ice.fault_diagnosis.models.rst", "reference\\ice.health_index_estimation.rst", "reference\\ice.health_index_estimation.models.rst", "reference\\ice.remaining_useful_life_estimation.rst", "reference\\ice.remaining_useful_life_estimation.models.rst", "reference\\index.rst", "reference\\modules.rst", "start\\index.rst", "start\\installation.rst", "start\\tasks\\index.rst", "start\\tasks\\task_ad.rst", "start\\tasks\\task_fd.rst", "start\\tasks\\task_hi.rst", "start\\tasks\\task_rul.rst", "start\\tutorials\\anomaly_detection_basic.ipynb", "start\\tutorials\\fault_diagnosis_basic.ipynb", "start\\tutorials\\index.rst"], "titles": ["Advanced materials", "Results of anomaly detection using AutoEncoderMLP-256", "Results of fault diagnosis using MLP-256", "Benchmarking", "Custom classes", "ICE - Industrial Condition Evaluation", "ice package", "Anomaly detection", "Anomaly detection models", "Configs", "Fault diagnosis", "Fault diagnosis models", "Health index", "Remaining useful life models", "Remaining useful life", "Health index models", "API reference", "ice", "Getting started", "Installation", "Tasks", "Anomaly detection", "Fault diagnosis", "Health index", "Remaining useful lifetime", "Tutorial on anomaly detection task", "Tutorial on fault diagnosis task", "Quick tutorials"], "terms": {"progress": [0, 4], "thi": [1, 2, 6, 7, 8, 10, 12, 14, 16, 19, 21, 23], "notebook": [1, 2], "present": [1, 2, 23, 24], "experiment": [1, 2], "tennesse": [1, 2, 7, 10, 11, 21, 22], "eastman": [1, 2, 7, 10, 11, 21, 22], "process": [1, 2, 7, 10, 11, 21, 22, 23], "dataset": [1, 2, 6, 16, 25, 26], "model": [1, 2, 5, 6, 16, 21, 22, 23, 24, 25, 26], "import": [1, 2, 21, 22, 25, 26], "librari": [1, 2, 22, 23], "numpi": [1, 2, 12, 14, 25, 26], "np": [1, 2, 10, 25, 26], "torch": [1, 2, 6, 16], "from": [1, 2, 6, 9, 12, 14, 16, 21, 22, 23, 24, 25, 26], "sklearn": [1, 2, 25, 26], "preprocess": [1, 2, 12, 14, 25, 26], "standardscal": [1, 2, 25, 26], "tqdm": [1, 2, 26], "auto": [1, 2, 26], "trang": [1, 2], "ic": [1, 2, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 19, 22, 25, 26], "anomaly_detect": [1, 7, 8, 25], "anomalydetectionreinartztep": [1, 7], "anomalydetectionsmalltep": [1, 7, 25], "download": [1, 2, 25, 26], "tep": [1, 2, 21, 22], "train": [1, 2, 6, 7, 8, 16, 21, 22, 23, 25, 26], "calcul": [1, 2, 8, 14, 21, 22], "metric": [1, 2, 6, 8, 11, 13, 15, 16, 25, 26], "i": [1, 2, 6, 7, 8, 10, 11, 13, 15, 16, 21, 22, 23, 24, 25], "5": [1, 2, 11, 23, 24, 25, 26], "random": [1, 2], "manual_se": [1, 2], "window_s": [1, 2, 7, 8, 10, 11, 12, 13, 14, 15, 25, 26], "32": [1, 15, 24], "batch_siz": [1, 2, 6, 8, 11, 13, 15, 16], "512": [1, 25, 26], "lr": [1, 2, 6, 8, 11, 13, 15, 16, 25, 26], "0": [1, 2, 8, 11, 21, 22, 23, 24, 25, 26], "001": [1, 2, 8, 11, 25, 26], "num_epoch": [1, 2, 6, 8, 11, 13, 15, 16, 25], "20": [1, 2, 22, 24, 25, 26], "verbos": [1, 2, 6, 8, 11, 13, 15, 16, 25, 26], "fals": [1, 2, 6, 7, 8, 10, 11, 12, 14, 16, 21, 22], "devic": [1, 2, 6, 8, 11, 13, 15, 16, 23], "cuda": [1, 2], "fit": [1, 2, 6, 7, 8, 16, 17, 25, 26], "df": [1, 2, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 25, 26], "train_mask": [1, 2, 25, 26], "append": [1, 2], "evalu": [1, 2, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26], "test_mask": [1, 2, 25, 26], "target": [1, 2, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 22, 24, 25, 26], "print": [1, 2], "acc": [1, 2], "tpr": [1, 2, 21, 22], "fpr": [1, 2, 21, 22], "metrics_i": [1, 2], "accuraci": [1, 2, 7, 8, 10, 11, 21, 22, 25, 26], "true_positive_r": [1, 2, 10], "false_positive_r": [1, 2, 10], "tpr_mean": [1, 2], "tpr_std": [1, 2], "mean": [1, 2, 12, 14], "axi": [1, 2], "std": [1, 2], "fpr_mean": [1, 2], "fpr_std": [1, 2], "f": [1, 2, 21, 22, 24], "4f": [1, 2], "2": [1, 2, 11, 21, 22, 23, 24, 25, 26], "rang": [1, 2, 21], "len": [1, 2], "8028": 1, "0007": [1, 2], "7378": 1, "0022": 1, "0366": 1, "0034": 1, "fault_diagnosi": [2, 10, 11, 26], "faultdiagnosisreinartztep": [2, 10], "standard": [2, 24], "input": [2, 11, 13, 15, 23], "data": [2, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25, 26], "scaler": [2, 25, 26], "fit_transform": [2, 25, 26], "transform": [2, 23, 24, 25, 26], "10": [2, 7, 8, 10, 11, 14, 24, 25, 26], "hidden_dim": [2, 8, 11, 13, 15], "128": [2, 8, 11, 25], "cdr": [2, 22], "correct_daignosis_r": [2, 10], "1": [2, 12, 14, 15, 21, 22, 25, 26], "8500": 2, "0029": 2, "9582": 2, "0013": 2, "9948": 2, "0039": 2, "0000": 2, "9951": 2, "0008": 2, "3": [2, 21, 22, 24, 25, 26], "9457": 2, "0487": 2, "4": [2, 11, 24, 25, 26], "9963": 2, "0020": 2, "2423": 2, "0490": 2, "0009": 2, "0004": 2, "6": [2, 23, 24, 25, 26], "9984": 2, "0002": 2, "7": [2, 24, 25, 26], "9978": 2, "0001": 2, "8": [2, 23, 24, 25, 26], "9782": 2, "0136": 2, "9": [2, 21, 24, 25, 26], "3068": 2, "1355": 2, "9754": 2, "0018": 2, "11": [2, 22, 24, 25, 26], "9539": 2, "0130": 2, "12": [2, 24, 25], "9098": 2, "0086": 2, "13": [2, 24, 25, 26], "9702": 2, "0074": 2, "14": [2, 24, 25], "9949": 2, "0006": 2, "15": [2, 25], "16": [2, 23, 24, 25, 26], "2772": 2, "0309": 2, "17": [2, 23, 24, 25, 26], "9786": 2, "18": [2, 24, 25, 26], "9635": 2, "0019": 2, "19": [2, 24, 25, 26], "9918": 2, "9739": 2, "21": [2, 24, 25, 26], "22": [2, 25, 26], "5031": 2, "23": [2, 11, 24, 25, 26], "8086": 2, "0242": 2, "24": [2, 25, 26], "9890": 2, "0011": 2, "25": [2, 24, 25], "9872": 2, "26": [2, 25, 26], "9696": 2, "0064": 2, "27": [2, 25, 26], "9742": 2, "0111": 2, "28": [2, 22, 25, 26], "3768": 2, "0459": 2, "result": [3, 14, 23, 24], "fault": [3, 7, 20, 21, 27], "diagnosi": [3, 13, 20, 27], "us": [3, 5, 20, 21, 22, 23], "mlp": [3, 7, 8, 10, 12, 14, 25, 26], "256": [3, 8, 11, 13, 15, 24, 25], "anomali": [3, 10, 20, 22, 27], "detect": [3, 10, 11, 20, 22, 27], "autoencodermlp": [3, 7, 25], "get": [5, 9], "start": [5, 22, 23], "instal": [5, 18], "task": [5, 18, 27], "descript": 5, "quick": [5, 18], "tutori": [5, 18], "advanc": [5, 21], "materi": [5, 23], "api": 5, "refer": 5, "detail": 5, "class": [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "function": [5, 8, 14, 21, 22, 24], "custom": 5, "how": [5, 21, 22], "creat": [5, 6, 9, 16, 21, 22, 25, 26], "your": 5, "own": 5, "benchmark": [5, 22], "which": [5, 22, 23], "ar": [5, 6, 8, 11, 13, 15, 16, 21, 22, 23, 24], "best": 5, "basedataset": [6, 7, 10, 12, 14, 16, 17], "num_chunk": [6, 7, 10, 12, 14, 16], "none": [6, 7, 9, 10, 12, 14, 16], "force_download": [6, 7, 10, 12, 14, 16], "abc": [6, 8, 11, 13, 15, 16], "set_name_public_link": [6, 7, 10, 12, 14, 16, 17], "method": [6, 7, 8, 10, 11, 12, 14, 16, 22, 23], "ha": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "implement": [6, 7, 10, 11, 12, 14, 16], "all": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22], "children": [6, 7, 10, 12, 14, 16], "set": [6, 7, 9, 10, 12, 14, 16, 21, 22, 23, 24, 25, 26], "name": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 25, 26], "public": [6, 7, 10, 12, 14, 16], "link": [6, 7, 10, 12, 14, 16], "basemodel": [6, 8, 11, 13, 15, 16, 17], "int": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "float": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "str": [6, 8, 9, 11, 13, 15, 16], "bool": [6, 8, 11, 13, 15, 16], "abstract": [6, 16], "datafram": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 25], "seri": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22], "dict": [6, 8, 9, 11, 13, 15, 16], "docstr": [6, 16], "rewritten": [6, 16], "so": [6, 16], "clearli": [6, 16], "describ": [6, 16], "paramet": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 23, 24], "panda": [6, 8, 11, 13, 15, 16, 25], "A": [6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 21, 22, 23, 24, 25], "sensor": [6, 8, 11, 13, 15, 16, 22, 23, 24], "index": [6, 8, 11, 13, 16, 20, 25], "two": [6, 8, 11, 13, 15, 16, 23], "column": [6, 8, 11, 13, 15, 16, 25, 26], "run_id": [6, 8, 11, 13, 15, 16, 25, 26], "sampl": [6, 8, 10, 11, 13, 15, 16, 23, 24, 25, 26], "other": [6, 8, 11, 13, 15, 16, 22, 23], "valu": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25], "ind": [6, 8, 11, 13, 15, 16], "return": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 24, 25], "dictionari": [6, 8, 11, 13, 15, 16], "where": [6, 8, 11, 13, 15, 16, 21, 22, 23, 24], "kei": [6, 8, 11, 13, 15, 16, 21], "type": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 22, 23], "given": [6, 16], "classmethod": [6, 16], "from_config": [6, 16, 17], "cfg": [6, 16], "config": [6, 16], "instanc": [6, 8, 16, 21, 22], "": [6, 9, 16, 21, 22, 23, 24, 26], "child": [6, 16], "initi": [6, 16], "predict": [6, 7, 10, 12, 14, 16, 17, 21, 22, 23, 24], "tensor": [6, 16], "make": [6, 16], "batch": [6, 8, 11, 13, 15, 16], "shape": [6, 16], "b": [6, 7, 8, 10, 11, 13, 15, 16, 23], "l": [6, 8, 11, 13, 15, 16, 22, 23, 24], "c": [6, 7, 8, 10, 11, 13, 15, 16, 21, 25], "size": [6, 8, 11, 13, 15, 16], "sequenc": [6, 8, 9, 11, 13, 15, 16, 22, 26], "length": [6, 8, 11, 13, 15, 16, 24, 25, 26], "number": [6, 7, 8, 10, 11, 13, 15, 16, 21, 22, 23, 24], "baseanomalydetect": 7, "forward": [7, 8], "base": [7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 21, 23, 24, 25], "paper": [7, 10, 11, 14, 23, 24], "reinartz": [7, 10, 21, 22], "kulahci": [7, 10, 21, 22], "m": [7, 10, 22, 24], "ravn": [7, 10, 21, 22], "o": [7, 10, 24], "2021": [7, 10, 11, 21, 22, 24], "an": [7, 10, 21, 22, 23, 24], "extend": [7, 10, 21, 22], "simul": [7, 10, 14, 21, 22, 24], "decis": [7, 10, 21, 22], "support": [7, 10, 21, 22], "system": [7, 10, 21, 22, 24], "comput": [7, 8, 10, 21, 22, 23, 24], "chemic": [7, 10, 21, 22], "engin": [7, 10, 14, 21, 22, 24], "149": [7, 10, 21, 22], "107281": [7, 10, 21, 22], "http": [7, 10, 12, 25, 26], "web": [7, 10], "mit": [7, 10], "edu": [7, 10], "braatzgroup": [7, 10], "html": [7, 10, 25, 26], "crop": [7, 10], "version": [7, 10], "rieth": [7, 10], "amsel": [7, 10], "d": [7, 10, 22, 24], "tran": [7, 10], "r": [7, 10, 22], "cook": [7, 10], "2017": [7, 10], "addit": [7, 10], "v1": [7, 10], "softwar": [7, 10], "harvard": [7, 10], "datavers": [7, 10], "doi": [7, 10, 14], "org": [7, 10, 25], "7910": [7, 10], "dvn": [7, 10], "6c3jr1": [7, 10], "pred": [7, 10, 12, 14], "list": [7, 8, 9, 10, 12, 14], "classif": [7, 10], "true": [7, 10, 13, 14, 15, 21, 22, 23, 24, 25, 26], "posit": [7, 10, 21, 22], "divid": [7, 10, 21, 22, 23], "exampl": [7, 10, 23, 24], "slidingwindowdataset": [7, 10, 12, 14], "option": 7, "threshold": [8, 25], "95": [8, 24], "pd": 8, "without": 8, "state": [8, 21, 22, 23, 24], "autoencod": 8, "cpu": [8, 11, 13, 15], "ae_anomaly_detect": 8, "64": [8, 13, 24, 25, 26], "ae": [8, 23], "consist": [8, 11, 13, 15, 22, 24], "encod": [8, 24], "decod": 8, "part": [8, 24], "each": [8, 10, 11, 13, 15, 22, 23, 24], "reshap": [8, 11, 13, 15], "vector": [8, 11, 13, 15, 21], "output": [8, 11, 13, 15, 21], "num_sensor": 8, "num_lay": [8, 11], "modul": [8, 17], "x": [8, 21, 24], "defin": [8, 9, 21, 22], "perform": [8, 21, 22, 23, 24], "everi": [8, 22], "call": 8, "should": [8, 24], "overridden": 8, "subclass": 8, "although": 8, "recip": 8, "pass": 8, "need": 8, "within": [8, 21, 22], "one": [8, 22], "afterward": 8, "instead": 8, "sinc": [8, 23], "former": 8, "take": 8, "care": 8, "run": [8, 14, 19, 22, 23, 24], "regist": 8, "hook": 8, "while": 8, "latter": 8, "silent": 8, "ignor": 8, "them": [8, 21, 22], "cfg_path": 9, "path_get": 9, "path": 9, "field": 9, "nest": 9, "specifi": 9, "object": 9, "path_set": 9, "doesn": 9, "t": [9, 21, 22, 23, 24], "exist": 9, "obejct": 9, "to_yaml": 9, "dump": 9, "yaml": 9, "file": 9, "basefaultdiagnosi": 10, "tcn": [10, 24], "faultdiagnosissmalltep": [10, 26], "ndarrai": 10, "correct": [10, 21, 22], "rate": [10, 21, 22, 23], "total": [10, 21, 22, 23], "correctli": [10, 21, 22], "diagnos": [10, 22], "faulti": [10, 21, 22], "aka": 10, "alarm": [10, 21, 22], "normal": [10, 21, 22], "mlp_fault_diagnosi": [11, 13], "multilay": [11, 13, 15], "perceptron": [11, 13, 15], "hidden": [11, 13, 15], "layer": [11, 13, 15], "relu": [11, 13, 15, 25], "activ": [11, 13, 15], "kernel_s": 11, "dilation_bas": 11, "dropout": 11, "tcn_fault_diagnosi": 11, "tempor": [11, 24], "convolut": [11, 24], "network": [11, 21, 24], "The": [11, 21, 22, 23, 24], "lomov": 11, "ildar": 11, "et": [11, 14, 23], "al": [11, 14, 23], "deep": [11, 21, 24], "learn": [11, 21, 22, 24], "journal": [11, 24], "industri": [11, 24], "inform": [11, 21, 23, 24], "integr": 11, "100216": 11, "baseremainingusefullifeestim": [12, 14, 15], "basehealthindexestim": [12, 13, 14], "health_index_estim": [12, 13], "mill": 12, "mil": 12, "nasa": [12, 23], "gov": 12, "raw": 12, "wear": 12, "vjv9": 12, "9f3x": 12, "mse": [12, 13], "squar": [12, 14], "error": [12, 14], "between": [12, 14, 21, 23], "real": [12, 14, 22], "rmse": [12, 14, 15, 23, 24], "stride": [12, 13, 14, 15], "hi": [13, 23], "1024": 13, "300": 13, "5e": [13, 15], "05": [13, 15, 24, 26], "50": [13, 15, 26], "remaining_useful_life_estim": [14, 15], "rulcmapss": 14, "piec": [14, 24], "wise": [14, 24], "saxena": [14, 24], "damag": [14, 24], "propag": [14, 24], "aircraft": [14, 24], "failur": [14, 24], "1109": 14, "phm": 14, "2008": [14, 24], "4711414": 14, "nonsimmetric_funct": 14, "expon": [14, 23], "depend": [14, 21, 22], "rel": 14, "deviat": [14, 21], "divis": 14, "root": 14, "score": [14, 15, 24], "non": 14, "simmetr": 14, "propos": [14, 23], "origin": [14, 24], "cmapss": 14, "rul": [15, 24], "mapss": 15, "mlp_cmapss_rul": 15, "packag": [17, 26], "subpackag": 17, "submodul": 17, "go": 19, "folder": 19, "pip": 19, "e": [19, 24], "pytest": 19, "remain": [20, 22], "lifetim": 20, "health": [20, 21, 24], "In": [21, 22], "focu": [21, 22], "monitor": [21, 22], "variabl": [21, 22], "oper": [21, 22, 23, 24], "classifi": [21, 22], "These": [21, 22], "temperatur": 21, "pressur": 21, "flow": 21, "level": [21, 23], "indic": [21, 22], "composit": 21, "effici": 21, "typic": 21, "signal": [21, 22], "mathemat": 21, "formul": [21, 24], "context": 21, "involv": [21, 23], "map": 21, "binari": 21, "anomal": 21, "let": 21, "repres": [21, 23, 24], "time": [21, 22], "begin": [21, 22, 23, 24], "equat": [21, 22, 23, 24], "x_1": [21, 22], "x_2": [21, 22], "ldot": 21, "x_n": [21, 22], "end": [21, 22, 23, 24], "x_i": 21, "denot": 21, "th": 21, "n": [21, 22, 23, 24], "can": [21, 22], "case": [21, 22, 23, 24], "text": [21, 22, 24], "otherwis": 21, "setup": 21, "could": 21, "machin": [21, 22, 23, 24], "histor": 21, "relationship": 21, "algorithm": [21, 23], "neural": [21, 24], "tree": 21, "emploi": 21, "captur": 21, "complex": 21, "interdepend": 21, "accur": 21, "identifi": [21, 22], "pattern": 21, "sever": [21, 22], "commonli": [21, 22, 24], "help": [21, 22], "understand": [21, 22], "well": [21, 22], "avoid": [21, 22], "choic": [21, 22], "often": [21, 22], "specif": [21, 22, 24], "requir": [21, 22, 23], "versu": [21, 22, 25], "cost": [21, 22], "common": [21, 22], "includ": [21, 22, 23, 24], "measur": [21, 22, 23], "overal": [21, 22], "frac": [21, 22, 23, 24], "neg": [21, 22], "recal": [21, 22], "proport": [21, 22], "actual": [21, 22], "It": [21, 22], "particularli": [21, 22], "scenario": [21, 22], "miss": [21, 22, 23], "have": [21, 22], "seriou": [21, 22], "consequ": [21, 22], "incorrectli": [21, 22], "lower": [21, 22], "desir": [21, 22], "fewer": [21, 22], "christoph": [21, 22], "murat": [21, 22], "ol": [21, 22], "k": [21, 22, 23, 24], "choi": 21, "j": [21, 24], "yi": 21, "park": 21, "yoon": 21, "review": [21, 22], "analysi": 21, "guidelin": 21, "ieee": [21, 24], "access": 21, "vol": 21, "pp": [21, 24], "120043": 21, "120065": 21, "gen": 21, "li": [21, 24], "jason": 21, "jung": 21, "multivari": [21, 22], "approach": [21, 23, 24], "applic": [21, 24], "challeng": 21, "fusion": 21, "volum": 21, "91": 21, "2023": [21, 24], "compani": 22, "serv": 22, "crucial": 22, "control": [22, 24], "mimick": 22, "plant": 22, "see": [22, 25, 26], "figur": [22, 23, 24], "ref": 22, "fig": [22, 23, 24], "process_diagram": 22, "cite": 22, "2800": 22, "independ": [22, 23], "last": 22, "100": [22, 26], "hour": 22, "collect": 22, "frequenc": 22, "minut": 22, "thu": 22, "2000": 22, "observ": 22, "onc": 22, "30": [22, 24, 25, 26], "after": 22, "goe": 22, "ratio": 22, "test": [22, 24, 25, 26], "80": [22, 26], "contain": [22, 23, 24], "52": [22, 25, 26], "41": [22, 25, 26], "manipul": 22, "moment": 22, "correspond": [22, 23], "certain": 22, "condit": [22, 24], "mark": 22, "label": [22, 23], "point": [22, 23], "x_t": 22, "mathbb": 22, "y_1": 22, "y_2": 22, "y_n": 22, "y_t": 22, "determin": 22, "Then": 22, "slide": 22, "window": 22, "width": 22, "rightarrow": 22, "must": 22, "found": [22, 26], "align": [22, 24], "argmin": 22, "_f": 22, "sum_": [22, 23, 24], "x_": 22, "loss": [22, 25, 26], "approxim": [22, 23], "devid": 22, "abid": 22, "anam": 22, "muhammad": 22, "tahir": 22, "khan": 22, "javaid": 22, "iqbal": 22, "techniqu": [22, 23], "basic": 22, "beyond": 22, "artifici": 22, "intellig": [22, 24], "54": [22, 25, 26], "3639": 22, "3664": [22, 25, 26], "experi": 23, "conduct": 23, "matsuura": 23, "centr": 23, "mc": 23, "510v": 23, "dry": 23, "rough": 23, "cast": 23, "iron": 23, "j45": 23, "stainless": 23, "steel": 23, "workpiec": 23, "six": 23, "tooth": 23, "face": 23, "kc710": 23, "carbid": 23, "insert": 23, "variou": [23, 24], "sub": 23, "depth": 23, "feed": 23, "were": 23, "chang": 23, "record": 23, "vibroacceleromet": 23, "cta": 23, "current": 23, "space": 23, "saw": 23, "surfac": 23, "optic": 23, "microscopi": 23, "Of": 23, "step": 23, "five": 23, "tool": 23, "follow": 23, "ac": 23, "spindl": 23, "motor": 23, "smcac": 23, "dc": 23, "smcdc": 23, "vibrat": 23, "vib_tabl": 23, "vib_spindl": 23, "acoust": 23, "emiss": 23, "ae_tabl": 23, "ae_spindl": 23, "main": [23, 24], "idea": 23, "build": 23, "featur": 23, "extract": [23, 26], "equip": [23, 24], "due": [23, 24], "valid": 23, "alwai": 23, "perfectli": 23, "confirm": 23, "To": 23, "construct": 23, "we": 23, "taylor": 23, "document": [23, 25], "eq": 23, "c_": 23, "v": [23, 24], "v_": 23, "life": [23, 24], "constant": 23, "relat": 23, "min": 23, "speed": [23, 24], "nelder": 23, "mead": 23, "scipi": 23, "obtain": 23, "character": [23, 24], "itself": 23, "definit": 23, "charact": 23, "curv": 23, "behavior": [23, 24], "empir": [23, 24], "verifi": 23, "read": [23, 24, 26], "first": 23, "pipelin": 23, "sawtooth": 23, "next": 23, "simultan": 23, "do": 23, "max": 23, "scale": [23, 24, 25, 26], "subdataset": 23, "minimum": 23, "mm": 23, "maximum": 23, "allow": 23, "58": [23, 24, 26], "subtract": 23, "reduc": 23, "impact": 23, "implicit": 23, "weight": 23, "healthi": [23, 24], "problem": [23, 24], "wa": [23, 24], "chosen": 23, "appli": 23, "both": 23, "acquir": 23, "sqrt": [23, 24], "y_i": [23, 24], "hat": [23, 24], "y": [23, 24], "_i": [23, 24], "dure": [23, 24], "art": [23, 24], "unknown": 23, "characterist": [23, 24], "limit": 23, "most": [23, 24], "work": 23, "especi": 23, "similar": 23, "about": [23, 24], "trajectori": [23, 24], "cycl": 23, "mapreduc": 23, "prf": 23, "2020": [23, 24], "0531": 23, "svm": 23, "0254": 23, "takelm": 23, "0134": 23, "lstm": 23, "2018": 23, "0148": 23, "agogino": 23, "goebel": [23, 24], "prognost": [23, 24], "repositori": 23, "2007": 23, "virtanen": 23, "p": 23, "fundament": 23, "scientif": 23, "python": 23, "natur": 23, "261": 23, "272": 23, "gener": 24, "commerci": 24, "modular": 24, "aero": 24, "propuls": 24, "program": 24, "turbofan": 24, "under": 24, "flight": 24, "until": 24, "situat": 24, "ascent": 24, "descent": 24, "altitud": 24, "km": 24, "four": 24, "subset": 24, "locat": 24, "differ": 24, "degrad": 24, "three": 24, "height": 24, "acceler": 24, "term": 24, "mach": 24, "throttl": 24, "resolv": 24, "angl": 24, "becaus": 24, "weak": 24, "distinguish": 24, "consid": 24, "abov": 24, "equal": 24, "regress": 24, "geq": 24, "heurist": 24, "125": 24, "previous": 24, "studi": 24, "asymmetr": 24, "phm2008": 24, "competit": 24, "penal": 24, "overestim": 24, "mainten": 24, "regul": 24, "fd001": 24, "fd003": 24, "fd002": 24, "fd004": 24, "gnmr": 24, "212": 24, "370": 24, "85": 24, "3196": 24, "2795": 24, "bl": 24, "tfcn": 24, "08": [24, 26], "243": 24, "43": [24, 25, 26], "244": [24, 25, 26], "87": [24, 26], "1605": 24, "2096": 24, "tcnn": 24, "40": [24, 25, 26], "254": 24, "35": [24, 25, 26], "415": 24, "75": [24, 25, 26], "1453": 24, "2583": 24, "rve": 24, "2022": 24, "42": [24, 25, 26], "323": [24, 25, 26], "51": 24, "92": 24, "1379": 24, "37": [24, 25, 26], "1846": 24, "bigru": 24, "tsam": 24, "56": 24, "213": 24, "45": [24, 25, 26], "232": 24, "94": 24, "2264": 24, "47": [24, 25, 26], "3610": 24, "mca": 24, "bgru": 24, "44": [24, 25, 26], "211": 24, "kghm": 24, "251": 24, "333": 24, "1131": 24, "96": 24, "3356": 24, "da": 24, "78": 24, "pm": 24, "29": [24, 25], "229": 24, "61": [24, 25, 26], "257": [24, 25, 26], "76": 24, "1842": 24, "522": 24, "06": 24, "2317": 24, "655": [24, 25, 26], "adl": 24, "dnn": 24, "238": 24, "59": [24, 25, 26], "281": 24, "33": [24, 25, 26], "1149": 24, "1371": 24, "simon": 24, "eklund": 24, "intern": 24, "confer": 24, "manag": 24, "heim": 24, "recurr": 24, "estim": 24, "international135": 24, "jyoti": 24, "pankaj": 24, "vishnu": 24, "lovekesh": 24, "gautam": 24, "graph": 24, "leverag": 24, "structur": 24, "arxiv": 24, "preprint": 24, "2006": 24, "16556v1": 24, "yu": 24, "wang": 24, "h": 24, "by140": 24, "fuse": 24, "broad": 24, "8th": 24, "cybernet": 24, "social": 24, "iccss": 24, "137": [24, 25, 26], "142": [24, 25, 26], "cheng": 24, "song": 24, "joint": 24, "and145": 24, "neurosci": 24, "costa": 24, "s\u00e1nchez": 24, "variat": 24, "interpret": 24, "assess": 24, "reliabl": 24, "safeti": 24, "222": 24, "108353": 24, "zhang": 24, "jiang": 24, "wu": 24, "luo": 24, "yin": 24, "bidirect": 24, "gate": 24, "unit": 24, "self": [24, 25], "attent": 24, "mechan": 24, "engineering150": 24, "221": 24, "108297": 24, "kara": 24, "multi": 24, "169": 24, "108211": 24, "chen": 24, "hu": 24, "z": 24, "enabl": 24, "knowledg": 24, "108869": 24, "gao": 24, "jia": 24, "q": 24, "pang": 24, "distribut": 24, "internet": 24, "thing": 24, "9594": 24, "9602": 24, "xiang": 24, "qin": 24, "liu": 24, "gryllia": 24, "automat": 24, "differenti": 24, "its": 24, "223": 24, "108531": 24, "xmeas_1": [25, 26], "xmeas_2": [25, 26], "xmeas_3": [25, 26], "xmeas_4": [25, 26], "xmeas_5": [25, 26], "xmeas_6": [25, 26], "xmeas_7": [25, 26], "xmeas_8": [25, 26], "xmeas_9": [25, 26], "xmeas_10": [25, 26], "xmv_2": [25, 26], "xmv_3": [25, 26], "xmv_4": [25, 26], "xmv_5": [25, 26], "xmv_6": [25, 26], "xmv_7": [25, 26], "xmv_8": [25, 26], "xmv_9": [25, 26], "xmv_10": [25, 26], "xmv_11": [25, 26], "413402073": [25, 26], "25038": [25, 26], "3674": [25, 26], "4529": [25, 26], "2320": [25, 26], "889": [25, 26], "402": [25, 26], "2704": [25, 26], "74": [25, 26], "863": [25, 26], "120": [25, 26], "33818": [25, 26], "53": [25, 26], "744": [25, 26], "657": [25, 26], "62": [25, 26], "544": [25, 26], "39": [25, 26], "935": [25, 26], "757": [25, 26], "510": [25, 26], "258": [25, 26], "447": [25, 26], "25109": [25, 26], "3659": [25, 26], "4556": [25, 26], "4264": [25, 26], "721": [25, 26], "576": [25, 26], "2705": [25, 26], "000": [25, 26], "33620": [25, 26], "414": [25, 26], "588": [25, 26], "259": [25, 26], "084": [25, 26], "176": [25, 26], "38": [25, 26], "554": [25, 26], "692": [25, 26], "427": [25, 26], "359": [25, 26], "194": [25, 26], "3660": [25, 26], "4477": [25, 26], "4426": [25, 26], "875": [25, 26], "070": [25, 26], "2706": [25, 26], "771": [25, 26], "33563": [25, 26], "357": [25, 26], "666": [25, 26], "275": [25, 26], "380": [25, 26], "990": [25, 26], "46": [25, 26], "699": [25, 26], "468": [25, 26], "199": [25, 26], "530": [25, 26], "24977": [25, 26], "3661": [25, 26], "4512": [25, 26], "4776": [25, 26], "758": [25, 26], "063": [25, 26], "2707": [25, 26], "224": [25, 26], "33553": [25, 26], "946": [25, 26], "725": [25, 26], "856": [25, 26], "277": [25, 26], "072": [25, 26], "541": [25, 26], "658": [25, 26], "643": [25, 26], "089": [25, 26], "29405": [25, 26], "3679": [25, 26], "4497": [25, 26], "3381": [25, 26], "650": [25, 26], "388": [25, 26], "32632": [25, 26], "797": [25, 26], "60": [25, 26], "717": [25, 26], "947": [25, 26], "144": [25, 26], "955": [25, 26], "645": [25, 26], "346": [25, 26], "507": [25, 26], "461": [25, 26], "312148819": [25, 26], "956": [25, 26], "24842": [25, 26], "3694": [25, 26], "4491": [25, 26], "3946": [25, 26], "780": [25, 26], "2708": [25, 26], "765": [25, 26], "32959": [25, 26], "891": [25, 26], "580": [25, 26], "63": [25, 26], "320": [25, 26], "867": [25, 26], "868": [25, 26], "36": [25, 26], "061": [25, 26], "48": [25, 26], "088": [25, 26], "470": [25, 26], "463": [25, 26], "078": [25, 26], "957": [25, 26], "22612": [25, 26], "3736": [25, 26], "4523": [25, 26], "3655": [25, 26], "778": [25, 26], "730": [25, 26], "2711": [25, 26], "32645": [25, 26], "675": [25, 26], "831": [25, 26], "027": [25, 26], "842": [25, 26], "560": [25, 26], "598": [25, 26], "591": [25, 26], "720": [25, 26], "958": [25, 26], "22386": [25, 26], "3692": [25, 26], "4476": [25, 26], "3984": [25, 26], "673": [25, 26], "528": [25, 26], "2712": [25, 26], "679": [25, 26], "32484": [25, 26], "233": [25, 26], "053": [25, 26], "228": [25, 26], "235": [25, 26], "040": [25, 26], "116": [25, 26], "737": [25, 26], "490": [25, 26], "884": [25, 26], "310": [25, 26], "959": [25, 26], "22561": [25, 26], "4483": [25, 26], "4293": [25, 26], "435": [25, 26], "469": [25, 26], "2710": [25, 26], "857": [25, 26], "31932": [25, 26], "335": [25, 26], "248": [25, 26], "567": [25, 26], "820": [25, 26], "979": [25, 26], "394": [25, 26], "503": [25, 26], "630": [25, 26], "996": [25, 26], "960": [25, 26], "22585": [25, 26], "3717": [25, 26], "4492": [25, 26], "4061": [25, 26], "869": [25, 26], "722": [25, 26], "31926": [25, 26], "217": [25, 26], "225": [25, 26], "429": [25, 26], "986": [25, 26], "34": [25, 26], "810": [25, 26], "639": [25, 26], "898": [25, 26], "378": [25, 26], "153300": [25, 26], "row": [25, 26], "dtype": [25, 26], "int64": [25, 26], "split": [25, 26], "user": [25, 26], "kovalenko": 25, "codeai": 25, "develop": 25, "py": [25, 26], "66": 25, "settingwithcopywarn": 25, "try": 25, "copi": 25, "slice": 25, "caveat": 25, "pydata": 25, "doc": 25, "stabl": [25, 26], "user_guid": 25, "view": 25, "loc": 25, "epoch": [25, 26], "8553": 25, "7809": 25, "7282": 25, "6688": 25, "6239": 25, "5701": 25, "5803": 25, "5343": 25, "4826": 25, "4572": 25, "4561": 25, "4602": 25, "4951": 25, "4614": 25, "4223": 25, "4113": 25, "4025": 25, "4169": 25, "4102": 25, "4085": 25, "4060": 25, "4032": 25, "3890": 25, "3723": 25, "4087": 25, "3880": 25, "3385": 25, "3794": 25, "3469": 25, "3563": 25, "sequenti": 25, "flatten": 25, "start_dim": 25, "end_dim": 25, "linear": 25, "in_featur": 25, "520": 25, "out_featur": 25, "bia": 25, "119": 25, "8126917293233082": 25, "vitalijpozdnakov": 26, "miniconda3": 26, "env": 26, "lib": 26, "python3": 26, "site": 26, "tqdmwarn": 26, "iprogress": 26, "pleas": 26, "updat": 26, "jupyt": 26, "ipywidget": 26, "readthedoc": 26, "io": 26, "en": 26, "user_instal": 26, "autonotebook": 26, "notebook_tqdm": 26, "small_tep": 26, "2m": 26, "00": 26, "01": 26, "1mb": 26, "csv": 26, "6mb": 26, "153mb": 26, "77mb": 26, "60gb": 26, "33gb": 26, "79692": 26, "16it": 26, "1771006": 26, "14it": 26, "1837204": 26, "89it": 26, "105": 26, "777": 26, "58it": 26, "02": 26, "70": 26, "4350": 26, "88": 26, "5717": 26, "82": 26, "3677": 26, "79": 26, "6005": 26, "77": 26, "7325": 26, "86": 26, "3584": 26, "5394": 26, "81": 26, "3939": 26, "90": 26, "03": 26, "57": 26, "3941": 26, "4601": 26, "345": 26, "39it": 26, "7945664160401003": 26}, "objects": {"ice.anomaly_detection": [[7, 0, 0, "-", "datasets"], [7, 0, 0, "-", "metrics"], [7, 0, 0, "-", "utils"]], "ice.anomaly_detection.datasets": [[7, 1, 1, "", "AnomalyDetectionReinartzTEP"], [7, 1, 1, "", "AnomalyDetectionSmallTEP"]], "ice.anomaly_detection.datasets.AnomalyDetectionReinartzTEP": [[7, 2, 1, "", "set_name_public_link"]], "ice.anomaly_detection.datasets.AnomalyDetectionSmallTEP": [[7, 2, 1, "", "set_name_public_link"]], "ice.anomaly_detection.metrics": [[7, 3, 1, "", "accuracy"]], "ice.anomaly_detection.models": [[8, 0, 0, "-", "autoencoder"], [8, 0, 0, "-", "base"]], "ice.anomaly_detection.models.autoencoder": [[8, 1, 1, "", "AutoEncoderMLP"], [8, 1, 1, "", "MLP"]], "ice.anomaly_detection.models.autoencoder.MLP": [[8, 2, 1, "", "forward"], [8, 4, 1, "", "training"]], "ice.anomaly_detection.models.base": [[8, 1, 1, "", "BaseAnomalyDetection"]], "ice.anomaly_detection.models.base.BaseAnomalyDetection": [[8, 2, 1, "", "evaluate"], [8, 2, 1, "", "fit"]], "ice.anomaly_detection.utils": [[7, 1, 1, "", "SlidingWindowDataset"]], "ice": [[16, 0, 0, "-", "base"], [9, 0, 0, "-", "configs"]], "ice.base": [[16, 1, 1, "", "BaseDataset"], [16, 1, 1, "", "BaseModel"]], "ice.base.BaseDataset": [[16, 2, 1, "", "set_name_public_link"]], "ice.base.BaseModel": [[16, 2, 1, "", "evaluate"], [16, 2, 1, "", "fit"], [16, 2, 1, "", "from_config"], [16, 2, 1, "", "predict"]], "ice.configs": [[9, 1, 1, "", "Config"]], "ice.configs.Config": [[9, 2, 1, "", "path_get"], [9, 2, 1, "", "path_set"], [9, 2, 1, "", "to_yaml"]], "ice.fault_diagnosis": [[10, 0, 0, "-", "datasets"], [10, 0, 0, "-", "metrics"], [10, 0, 0, "-", "utils"]], "ice.fault_diagnosis.datasets": [[10, 1, 1, "", "FaultDiagnosisReinartzTEP"], [10, 1, 1, "", "FaultDiagnosisSmallTEP"]], "ice.fault_diagnosis.datasets.FaultDiagnosisReinartzTEP": [[10, 2, 1, "", "set_name_public_link"]], "ice.fault_diagnosis.datasets.FaultDiagnosisSmallTEP": [[10, 2, 1, "", "set_name_public_link"]], "ice.fault_diagnosis.metrics": [[10, 3, 1, "", "accuracy"], [10, 3, 1, "", "correct_daignosis_rate"], [10, 3, 1, "", "false_positive_rate"], [10, 3, 1, "", "true_positive_rate"]], "ice.fault_diagnosis.models": [[11, 0, 0, "-", "base"], [11, 0, 0, "-", "mlp"], [11, 0, 0, "-", "tcn"]], "ice.fault_diagnosis.models.base": [[11, 1, 1, "", "BaseFaultDiagnosis"]], "ice.fault_diagnosis.models.base.BaseFaultDiagnosis": [[11, 2, 1, "", "evaluate"]], "ice.fault_diagnosis.models.mlp": [[11, 1, 1, "", "MLP"]], "ice.fault_diagnosis.models.tcn": [[11, 1, 1, "", "TCN"]], "ice.fault_diagnosis.utils": [[10, 1, 1, "", "SlidingWindowDataset"]], "ice.health_index_estimation": [[12, 0, 0, "-", "datasets"], [12, 0, 0, "-", "metrics"], [12, 0, 0, "-", "utils"]], "ice.health_index_estimation.datasets": [[12, 1, 1, "", "Milling"]], "ice.health_index_estimation.datasets.Milling": [[12, 2, 1, "", "set_name_public_link"]], "ice.health_index_estimation.metrics": [[12, 3, 1, "", "mse"]], "ice.health_index_estimation.models": [[13, 0, 0, "-", "base"], [13, 0, 0, "-", "mlp"]], "ice.health_index_estimation.models.base": [[13, 1, 1, "", "BaseHealthIndexEstimation"]], "ice.health_index_estimation.models.base.BaseHealthIndexEstimation": [[13, 2, 1, "", "evaluate"]], "ice.health_index_estimation.models.mlp": [[13, 1, 1, "", "MLP"]], "ice.health_index_estimation.utils": [[12, 1, 1, "", "SlidingWindowDataset"]], "ice.remaining_useful_life_estimation": [[14, 0, 0, "-", "datasets"], [14, 0, 0, "-", "metrics"], [14, 0, 0, "-", "utils"]], "ice.remaining_useful_life_estimation.datasets": [[14, 1, 1, "", "RulCmapss"]], "ice.remaining_useful_life_estimation.datasets.RulCmapss": [[14, 2, 1, "", "set_name_public_link"]], "ice.remaining_useful_life_estimation.metrics": [[14, 3, 1, "", "nonsimmetric_function"], [14, 3, 1, "", "rmse"], [14, 3, 1, "", "score"]], "ice.remaining_useful_life_estimation.models": [[15, 0, 0, "-", "base"], [15, 0, 0, "-", "mlp"]], "ice.remaining_useful_life_estimation.models.base": [[15, 1, 1, "", "BaseRemainingUsefulLifeEstimation"]], "ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation": [[15, 2, 1, "", "evaluate"]], "ice.remaining_useful_life_estimation.models.mlp": [[15, 1, 1, "", "MLP"]], "ice.remaining_useful_life_estimation.utils": [[14, 1, 1, "", "SlidingWindowDataset"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:function", "4": "py:attribute"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "function", "Python function"], "4": ["py", "attribute", "Python attribute"]}, "titleterms": {"advanc": 0, "materi": 0, "result": [1, 2], "anomali": [1, 7, 8, 21, 25], "detect": [1, 7, 8, 21, 25], "us": [1, 2, 13, 14, 24], "autoencodermlp": [1, 8], "256": [1, 2], "fault": [2, 10, 11, 22, 26], "diagnosi": [2, 10, 11, 22, 26], "mlp": [2, 11, 13, 15], "benchmark": 3, "content": [3, 27], "custom": 4, "class": 4, "ic": [5, 6, 17], "industri": 5, "condit": 5, "evalu": 5, "packag": 6, "subpackag": 6, "submodul": 6, "base": [6, 16], "modul": [6, 16], "model": [7, 8, 10, 11, 12, 13, 14, 15], "ad": 7, "dataset": [7, 10, 12, 14, 21, 22, 23, 24], "metric": [7, 10, 12, 14, 21, 22, 23, 24], "util": [7, 10, 12, 14], "baseanomalydetect": 8, "config": 9, "fd": 10, "basefaultdiagnosi": 11, "tcn": 11, "health": [12, 15, 23], "index": [12, 15, 23], "hi": 12, "remain": [13, 14, 24], "life": [13, 14], "baseremainingusefullifeestim": 13, "rul": 14, "basehealthindexestim": 15, "api": 16, "refer": [16, 21, 22, 23, 24], "get": 18, "start": 18, "instal": 19, "test": [19, 23], "task": [20, 21, 22, 23, 24, 25, 26], "tabl": [23, 24], "1": [23, 24], "c": [23, 24], "mill": 23, "cut": 23, "3": 23, "7": 23, "origin": 23, "wear": 23, "target": 23, "lifetim": 24, "mapss": 24, "tutori": [25, 26, 27], "quick": 27}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 57}, "alltitles": {"Advanced materials": [[0, "advanced-materials"]], "Results of anomaly detection using AutoEncoderMLP-256": [[1, "results-of-anomaly-detection-using-autoencodermlp-256"]], "Results of fault diagnosis using MLP-256": [[2, "results-of-fault-diagnosis-using-mlp-256"]], "Benchmarking": [[3, "benchmarking"]], "Contents:": [[3, null], [27, null]], "Custom classes": [[4, "custom-classes"]], "ICE - Industrial Condition Evaluation": [[5, "ice-industrial-condition-evaluation"]], "ice package": [[6, "ice-package"]], "Subpackages": [[6, "subpackages"]], "Submodules": [[6, "submodules"]], "ice.base module": [[6, "module-ice.base"]], "Anomaly detection": [[7, "anomaly-detection"], [21, "anomaly-detection"]], "Models": [[7, "models"], [10, "models"], [12, "models"], [14, "models"]], "AD datasets": [[7, "module-ice.anomaly_detection.datasets"]], "AD metrics": [[7, "module-ice.anomaly_detection.metrics"]], "AD utils": [[7, "module-ice.anomaly_detection.utils"]], "Anomaly detection models": [[8, "anomaly-detection-models"]], "BaseAnomalyDetection": [[8, "module-ice.anomaly_detection.models.base"]], "AutoEncoderMLP": [[8, "module-ice.anomaly_detection.models.autoencoder"]], "Configs": [[9, "module-ice.configs"]], "Fault diagnosis": [[10, "fault-diagnosis"], [22, "fault-diagnosis"]], "FD datasets": [[10, "module-ice.fault_diagnosis.datasets"]], "FD metrics": [[10, "module-ice.fault_diagnosis.metrics"]], "FD utils": [[10, "module-ice.fault_diagnosis.utils"]], "Fault diagnosis models": [[11, "fault-diagnosis-models"]], "BaseFaultDiagnosis": [[11, "module-ice.fault_diagnosis.models.base"]], "MLP": [[11, "module-ice.fault_diagnosis.models.mlp"], [13, "module-ice.health_index_estimation.models.mlp"], [15, "module-ice.remaining_useful_life_estimation.models.mlp"]], "TCN": [[11, "module-ice.fault_diagnosis.models.tcn"]], "Health index": [[12, "health-index"], [23, "health-index"]], "HI datasets": [[12, "module-ice.health_index_estimation.datasets"]], "HI metrics": [[12, "module-ice.health_index_estimation.metrics"]], "HI utils": [[12, "module-ice.health_index_estimation.utils"]], "Remaining useful life models": [[13, "remaining-useful-life-models"]], "BaseRemainingUsefulLifeEstimation": [[13, "module-ice.health_index_estimation.models.base"]], "Remaining useful life": [[14, "remaining-useful-life"]], "RUL datasets": [[14, "module-ice.remaining_useful_life_estimation.datasets"]], "RUL metrics": [[14, "module-ice.remaining_useful_life_estimation.metrics"]], "RUL utils": [[14, "module-ice.remaining_useful_life_estimation.utils"]], "Health index models": [[15, "health-index-models"]], "BaseHealthIndexEstimation": [[15, "module-ice.remaining_useful_life_estimation.models.base"]], "API reference": [[16, "api-reference"]], "Base modules": [[16, "module-ice.base"]], "ice": [[17, "ice"]], "Getting started": [[18, "getting-started"]], "Installation": [[19, "installation"]], "Testing": [[19, "testing"]], "Tasks": [[20, "tasks"]], "Dataset": [[21, "dataset"], [22, "dataset"], [23, "dataset"], [24, "dataset"]], "Task": [[21, "task"], [22, "task"], [23, "task"], [24, "task"]], "Metrics": [[21, "metrics"], [22, "metrics"], [23, "metrics"], [24, "metrics"]], "References": [[21, "references"], [22, "references"], [23, "references"], [24, "references"]], "Table 1: References for C-Milling dataset, cuts \u20181\u2019, \u20183\u2019, \u20187\u2019 testing, with the original dataset wear target.": [[23, "id3"]], "Remaining useful lifetime": [[24, "remaining-useful-lifetime"]], "Table 1: References for C-MAPSS dataset": [[24, "id2"]], "Tutorial on anomaly detection task": [[25, "tutorial-on-anomaly-detection-task"]], "Tutorial on fault diagnosis task": [[26, "tutorial-on-fault-diagnosis-task"]], "Quick tutorials": [[27, "quick-tutorials"]]}, "indexentries": {"basedataset (class in ice.base)": [[6, "ice.base.BaseDataset"], [16, "ice.base.BaseDataset"]], "basemodel (class in ice.base)": [[6, "ice.base.BaseModel"], [16, "ice.base.BaseModel"]], "evaluate() (ice.base.basemodel method)": [[6, "ice.base.BaseModel.evaluate"], [16, "ice.base.BaseModel.evaluate"]], "fit() (ice.base.basemodel method)": [[6, "ice.base.BaseModel.fit"], [16, "ice.base.BaseModel.fit"]], "from_config() (ice.base.basemodel class method)": [[6, "ice.base.BaseModel.from_config"], [16, "ice.base.BaseModel.from_config"]], "ice.base": [[6, "module-ice.base"], [16, "module-ice.base"]], "module": [[6, "module-ice.base"], [7, "module-ice.anomaly_detection.datasets"], [7, "module-ice.anomaly_detection.metrics"], [7, "module-ice.anomaly_detection.utils"], [8, "module-ice.anomaly_detection.models.autoencoder"], [8, "module-ice.anomaly_detection.models.base"], [9, "module-ice.configs"], [10, "module-ice.fault_diagnosis.datasets"], [10, "module-ice.fault_diagnosis.metrics"], [10, "module-ice.fault_diagnosis.utils"], [11, "module-ice.fault_diagnosis.models.base"], [11, "module-ice.fault_diagnosis.models.mlp"], [11, "module-ice.fault_diagnosis.models.tcn"], [12, "module-ice.health_index_estimation.datasets"], [12, "module-ice.health_index_estimation.metrics"], [12, "module-ice.health_index_estimation.utils"], [13, "module-ice.health_index_estimation.models.base"], [13, "module-ice.health_index_estimation.models.mlp"], [14, "module-ice.remaining_useful_life_estimation.datasets"], [14, "module-ice.remaining_useful_life_estimation.metrics"], [14, "module-ice.remaining_useful_life_estimation.utils"], [15, "module-ice.remaining_useful_life_estimation.models.base"], [15, "module-ice.remaining_useful_life_estimation.models.mlp"], [16, "module-ice.base"]], "predict() (ice.base.basemodel method)": [[6, "ice.base.BaseModel.predict"], [16, "ice.base.BaseModel.predict"]], "set_name_public_link() (ice.base.basedataset method)": [[6, "ice.base.BaseDataset.set_name_public_link"], [16, "ice.base.BaseDataset.set_name_public_link"]], "anomalydetectionreinartztep (class in ice.anomaly_detection.datasets)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionReinartzTEP"]], "anomalydetectionsmalltep (class in ice.anomaly_detection.datasets)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionSmallTEP"]], "slidingwindowdataset (class in ice.anomaly_detection.utils)": [[7, "ice.anomaly_detection.utils.SlidingWindowDataset"]], "accuracy() (in module ice.anomaly_detection.metrics)": [[7, "ice.anomaly_detection.metrics.accuracy"]], "ice.anomaly_detection.datasets": [[7, "module-ice.anomaly_detection.datasets"]], "ice.anomaly_detection.metrics": [[7, "module-ice.anomaly_detection.metrics"]], "ice.anomaly_detection.utils": [[7, "module-ice.anomaly_detection.utils"]], "set_name_public_link() (ice.anomaly_detection.datasets.anomalydetectionreinartztep method)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionReinartzTEP.set_name_public_link"]], "set_name_public_link() (ice.anomaly_detection.datasets.anomalydetectionsmalltep method)": [[7, "ice.anomaly_detection.datasets.AnomalyDetectionSmallTEP.set_name_public_link"]], "autoencodermlp (class in ice.anomaly_detection.models.autoencoder)": [[8, "ice.anomaly_detection.models.autoencoder.AutoEncoderMLP"]], "baseanomalydetection (class in ice.anomaly_detection.models.base)": [[8, "ice.anomaly_detection.models.base.BaseAnomalyDetection"]], "mlp (class in ice.anomaly_detection.models.autoencoder)": [[8, "ice.anomaly_detection.models.autoencoder.MLP"]], "evaluate() (ice.anomaly_detection.models.base.baseanomalydetection method)": [[8, "ice.anomaly_detection.models.base.BaseAnomalyDetection.evaluate"]], "fit() (ice.anomaly_detection.models.base.baseanomalydetection method)": [[8, "ice.anomaly_detection.models.base.BaseAnomalyDetection.fit"]], "forward() (ice.anomaly_detection.models.autoencoder.mlp method)": [[8, "ice.anomaly_detection.models.autoencoder.MLP.forward"]], "ice.anomaly_detection.models.autoencoder": [[8, "module-ice.anomaly_detection.models.autoencoder"]], "ice.anomaly_detection.models.base": [[8, "module-ice.anomaly_detection.models.base"]], "training (ice.anomaly_detection.models.autoencoder.mlp attribute)": [[8, "ice.anomaly_detection.models.autoencoder.MLP.training"]], "config (class in ice.configs)": [[9, "ice.configs.Config"]], "ice.configs": [[9, "module-ice.configs"]], "path_get() (ice.configs.config method)": [[9, "ice.configs.Config.path_get"]], "path_set() (ice.configs.config method)": [[9, "ice.configs.Config.path_set"]], "to_yaml() (ice.configs.config method)": [[9, "ice.configs.Config.to_yaml"]], "faultdiagnosisreinartztep (class in ice.fault_diagnosis.datasets)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisReinartzTEP"]], "faultdiagnosissmalltep (class in ice.fault_diagnosis.datasets)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisSmallTEP"]], "slidingwindowdataset (class in ice.fault_diagnosis.utils)": [[10, "ice.fault_diagnosis.utils.SlidingWindowDataset"]], "accuracy() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.accuracy"]], "correct_daignosis_rate() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.correct_daignosis_rate"]], "false_positive_rate() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.false_positive_rate"]], "ice.fault_diagnosis.datasets": [[10, "module-ice.fault_diagnosis.datasets"]], "ice.fault_diagnosis.metrics": [[10, "module-ice.fault_diagnosis.metrics"]], "ice.fault_diagnosis.utils": [[10, "module-ice.fault_diagnosis.utils"]], "set_name_public_link() (ice.fault_diagnosis.datasets.faultdiagnosisreinartztep method)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisReinartzTEP.set_name_public_link"]], "set_name_public_link() (ice.fault_diagnosis.datasets.faultdiagnosissmalltep method)": [[10, "ice.fault_diagnosis.datasets.FaultDiagnosisSmallTEP.set_name_public_link"]], "true_positive_rate() (in module ice.fault_diagnosis.metrics)": [[10, "ice.fault_diagnosis.metrics.true_positive_rate"]], "basefaultdiagnosis (class in ice.fault_diagnosis.models.base)": [[11, "ice.fault_diagnosis.models.base.BaseFaultDiagnosis"]], "mlp (class in ice.fault_diagnosis.models.mlp)": [[11, "ice.fault_diagnosis.models.mlp.MLP"]], "tcn (class in ice.fault_diagnosis.models.tcn)": [[11, "ice.fault_diagnosis.models.tcn.TCN"]], "evaluate() (ice.fault_diagnosis.models.base.basefaultdiagnosis method)": [[11, "ice.fault_diagnosis.models.base.BaseFaultDiagnosis.evaluate"]], "ice.fault_diagnosis.models.base": [[11, "module-ice.fault_diagnosis.models.base"]], "ice.fault_diagnosis.models.mlp": [[11, "module-ice.fault_diagnosis.models.mlp"]], "ice.fault_diagnosis.models.tcn": [[11, "module-ice.fault_diagnosis.models.tcn"]], "milling (class in ice.health_index_estimation.datasets)": [[12, "ice.health_index_estimation.datasets.Milling"]], "slidingwindowdataset (class in ice.health_index_estimation.utils)": [[12, "ice.health_index_estimation.utils.SlidingWindowDataset"]], "ice.health_index_estimation.datasets": [[12, "module-ice.health_index_estimation.datasets"]], "ice.health_index_estimation.metrics": [[12, "module-ice.health_index_estimation.metrics"]], "ice.health_index_estimation.utils": [[12, "module-ice.health_index_estimation.utils"]], "mse() (in module ice.health_index_estimation.metrics)": [[12, "ice.health_index_estimation.metrics.mse"]], "set_name_public_link() (ice.health_index_estimation.datasets.milling method)": [[12, "ice.health_index_estimation.datasets.Milling.set_name_public_link"]], "basehealthindexestimation (class in ice.health_index_estimation.models.base)": [[13, "ice.health_index_estimation.models.base.BaseHealthIndexEstimation"]], "mlp (class in ice.health_index_estimation.models.mlp)": [[13, "ice.health_index_estimation.models.mlp.MLP"]], "evaluate() (ice.health_index_estimation.models.base.basehealthindexestimation method)": [[13, "ice.health_index_estimation.models.base.BaseHealthIndexEstimation.evaluate"]], "ice.health_index_estimation.models.base": [[13, "module-ice.health_index_estimation.models.base"]], "ice.health_index_estimation.models.mlp": [[13, "module-ice.health_index_estimation.models.mlp"]], "rulcmapss (class in ice.remaining_useful_life_estimation.datasets)": [[14, "ice.remaining_useful_life_estimation.datasets.RulCmapss"]], "slidingwindowdataset (class in ice.remaining_useful_life_estimation.utils)": [[14, "ice.remaining_useful_life_estimation.utils.SlidingWindowDataset"]], "ice.remaining_useful_life_estimation.datasets": [[14, "module-ice.remaining_useful_life_estimation.datasets"]], "ice.remaining_useful_life_estimation.metrics": [[14, "module-ice.remaining_useful_life_estimation.metrics"]], "ice.remaining_useful_life_estimation.utils": [[14, "module-ice.remaining_useful_life_estimation.utils"]], "nonsimmetric_function() (in module ice.remaining_useful_life_estimation.metrics)": [[14, "ice.remaining_useful_life_estimation.metrics.nonsimmetric_function"]], "rmse() (in module ice.remaining_useful_life_estimation.metrics)": [[14, "ice.remaining_useful_life_estimation.metrics.rmse"]], "score() (in module ice.remaining_useful_life_estimation.metrics)": [[14, "ice.remaining_useful_life_estimation.metrics.score"]], "set_name_public_link() (ice.remaining_useful_life_estimation.datasets.rulcmapss method)": [[14, "ice.remaining_useful_life_estimation.datasets.RulCmapss.set_name_public_link"]], "baseremainingusefullifeestimation (class in ice.remaining_useful_life_estimation.models.base)": [[15, "ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation"]], "mlp (class in ice.remaining_useful_life_estimation.models.mlp)": [[15, "ice.remaining_useful_life_estimation.models.mlp.MLP"]], "evaluate() (ice.remaining_useful_life_estimation.models.base.baseremainingusefullifeestimation method)": [[15, "ice.remaining_useful_life_estimation.models.base.BaseRemainingUsefulLifeEstimation.evaluate"]], "ice.remaining_useful_life_estimation.models.base": [[15, "module-ice.remaining_useful_life_estimation.models.base"]], "ice.remaining_useful_life_estimation.models.mlp": [[15, "module-ice.remaining_useful_life_estimation.models.mlp"]]}})
\ No newline at end of file