From def875652c672952ba2da3bd0a3a35e236276f8f Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Thu, 28 Sep 2023 15:19:40 +0200
Subject: [PATCH 01/13] Production Planning Demo
A proposition for the Production Planning demo optimized for the Search Engine
---
.../demos/Production planning.md | 49 +++++++++++++++++++
1 file changed, 49 insertions(+)
create mode 100644 docs/knowledge_base/demos/Production planning.md
diff --git a/docs/knowledge_base/demos/Production planning.md b/docs/knowledge_base/demos/Production planning.md
new file mode 100644
index 000000000..7167e6cc2
--- /dev/null
+++ b/docs/knowledge_base/demos/Production planning.md
@@ -0,0 +1,49 @@
+Production planning is a pivotal aspect of manufacturing, ensuring that resources are allocated efficiently to meet demand while minimizing costs. Taipy's Production Planning demo offers a comprehensive solution for optimizing production and cost management. In this article, we'll delve into this 5-page application that addresses the challenges of production planning.
+
+# Understanding Production Planning
+
+Production planning involves the strategic scheduling of resources, materials, and processes to achieve production goals efficiently. It's a critical function in manufacturing, as it directly impacts product quality, delivery times, and overall profitability.
+
+# Significance of Production Planning in Manufacturing
+
+In the realm of manufacturing, production planning is the backbone of operational success. It ensures that the right products are produced in the right quantities at the right time while keeping costs in check. Effective production planning leads to several key benefits:
+
+1. Optimal Resource Utilization:
+It helps allocate resources efficiently, preventing overproduction or shortages.
+
+2. Cost Reduction:
+Proper planning minimizes production costs, including inventory holding costs and overtime labor expenses.
+
+3. Meeting Customer Demand:
+It ensures that products are available when customers need them, enhancing customer satisfaction.
+
+4. Improved Quality:
+Production planning contributes to consistent product quality by minimizing rush orders and last-minute changes.
+
+Taipy's 5-page Production Planning application addresses these manufacturing challenges head-on, providing a streamlined platform for optimizing production processes and costs.
+
+# The 5-Page Production Planning Application
+
+Taipy's Production Planning demo is a 5-page application designed to tackle the complexities of production planning. Let's explore each page's functionality:
+
+## 1. Input Data Visualization:
+After registering and logging in, users are greeted with a main chart displaying the future demand for finished products (FPA and FPB) over the next 11 months. This page provides critical insights into upcoming production requirements.
+
+## 2. Scenario Manager:
+By clicking on the Scenario Manager icon, users access the heart of the application. Here, they can create scenarios, adjust parameters, and re-optimize production plans. The application swiftly calculates optimal production levels while considering capacity constraints and minimizing two essential costs: back orders and stock.
+
+## 3. Modifying Parameters:
+Users have the flexibility to modify parameters within three categories: capacity constraints (adjusting product capacities), objectives weights (emphasizing cost minimization), and initial parameters (fine-tuning initial conditions). These adjustments allow for scenario customization.
+
+## 4. Scenario Comparison:
+The balance icon leads to a page where users can compare two scenarios within the same month. This side-by-side comparison aids in evaluating the impact of different production plans.
+
+## 5. Visualizing Performance Over Time:
+By clicking the circle arrow icon, users can visualize the algorithm's performance over time. This feature provides a clear understanding of how optimized costs evolve throughout the production cycles.
+
+
+# Conclusion
+
+Taipy's Production Planning demo stands as a testament to the power of technology in addressing complex manufacturing challenges. Whether you're visualizing data, managing scenarios, fine-tuning parameters, or evaluating production performance, Taipy simplifies the process, allowing businesses to make data-driven decisions for more efficient production planning.
+
+Explore the application, delve into production optimization, and experience firsthand how Taipy streamlines production planning in the manufacturing sector.
\ No newline at end of file
From 2584e61c3a046047cf1b0fbc9f481b10f85f5a51 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Thu, 28 Sep 2023 15:21:13 +0200
Subject: [PATCH 02/13] Update Production planning.md
Added the link to the application
---
docs/knowledge_base/demos/Production planning.md | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/docs/knowledge_base/demos/Production planning.md b/docs/knowledge_base/demos/Production planning.md
index 7167e6cc2..4748f7c52 100644
--- a/docs/knowledge_base/demos/Production planning.md
+++ b/docs/knowledge_base/demos/Production planning.md
@@ -24,7 +24,7 @@ Taipy's 5-page Production Planning application addresses these manufacturing cha
# The 5-Page Production Planning Application
-Taipy's Production Planning demo is a 5-page application designed to tackle the complexities of production planning. Let's explore each page's functionality:
+Taipy's [Production Planning](https://production-planning.taipy.cloud/) demo is a 5-page application designed to tackle the complexities of production planning. Let's explore each page's functionality:
## 1. Input Data Visualization:
After registering and logging in, users are greeted with a main chart displaying the future demand for finished products (FPA and FPB) over the next 11 months. This page provides critical insights into upcoming production requirements.
@@ -46,4 +46,4 @@ By clicking the circle arrow icon, users can visualize the algorithm's performan
Taipy's Production Planning demo stands as a testament to the power of technology in addressing complex manufacturing challenges. Whether you're visualizing data, managing scenarios, fine-tuning parameters, or evaluating production performance, Taipy simplifies the process, allowing businesses to make data-driven decisions for more efficient production planning.
-Explore the application, delve into production optimization, and experience firsthand how Taipy streamlines production planning in the manufacturing sector.
\ No newline at end of file
+Explore the application, delve into production optimization, and experience firsthand how Taipy streamlines production planning in the manufacturing sector.
From c34ec579930bd770671bbda283406140ef88f128 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Fri, 29 Sep 2023 12:30:14 +0200
Subject: [PATCH 03/13] Update Production planning.md
---
docs/knowledge_base/demos/Production planning.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/docs/knowledge_base/demos/Production planning.md b/docs/knowledge_base/demos/Production planning.md
index 4748f7c52..802cca9e3 100644
--- a/docs/knowledge_base/demos/Production planning.md
+++ b/docs/knowledge_base/demos/Production planning.md
@@ -1,4 +1,4 @@
-Production planning is a pivotal aspect of manufacturing, ensuring that resources are allocated efficiently to meet demand while minimizing costs. Taipy's Production Planning demo offers a comprehensive solution for optimizing production and cost management. In this article, we'll delve into this 5-page application that addresses the challenges of production planning.
+Production planning is a pivotal aspect of manufacturing, ensuring that resources are allocated efficiently to meet demand while minimizing costs. Taipy's Production Planning demo offers a comprehensive solution for optimizing production and cost management. In this demo, we'll delve into this 5-page application that addresses the challenges of production planning.
# Understanding Production Planning
From fb314e3bcb1ca7cc69b0c16cec8dc5373d3d7e0c Mon Sep 17 00:00:00 2001
From: jrobinAV <88036007+jrobinAV@users.noreply.github.com>
Date: Sun, 1 Oct 2023 14:43:16 +0200
Subject: [PATCH 04/13] formatting with lines <100char + Fab's comments
---
.../demos/Production planning.md | 49 ------------
.../demos/production-planning.md | 77 +++++++++++++++++++
mkdocs.yml_template | 1 +
3 files changed, 78 insertions(+), 49 deletions(-)
delete mode 100644 docs/knowledge_base/demos/Production planning.md
create mode 100644 docs/knowledge_base/demos/production-planning.md
diff --git a/docs/knowledge_base/demos/Production planning.md b/docs/knowledge_base/demos/Production planning.md
deleted file mode 100644
index 802cca9e3..000000000
--- a/docs/knowledge_base/demos/Production planning.md
+++ /dev/null
@@ -1,49 +0,0 @@
-Production planning is a pivotal aspect of manufacturing, ensuring that resources are allocated efficiently to meet demand while minimizing costs. Taipy's Production Planning demo offers a comprehensive solution for optimizing production and cost management. In this demo, we'll delve into this 5-page application that addresses the challenges of production planning.
-
-# Understanding Production Planning
-
-Production planning involves the strategic scheduling of resources, materials, and processes to achieve production goals efficiently. It's a critical function in manufacturing, as it directly impacts product quality, delivery times, and overall profitability.
-
-# Significance of Production Planning in Manufacturing
-
-In the realm of manufacturing, production planning is the backbone of operational success. It ensures that the right products are produced in the right quantities at the right time while keeping costs in check. Effective production planning leads to several key benefits:
-
-1. Optimal Resource Utilization:
-It helps allocate resources efficiently, preventing overproduction or shortages.
-
-2. Cost Reduction:
-Proper planning minimizes production costs, including inventory holding costs and overtime labor expenses.
-
-3. Meeting Customer Demand:
-It ensures that products are available when customers need them, enhancing customer satisfaction.
-
-4. Improved Quality:
-Production planning contributes to consistent product quality by minimizing rush orders and last-minute changes.
-
-Taipy's 5-page Production Planning application addresses these manufacturing challenges head-on, providing a streamlined platform for optimizing production processes and costs.
-
-# The 5-Page Production Planning Application
-
-Taipy's [Production Planning](https://production-planning.taipy.cloud/) demo is a 5-page application designed to tackle the complexities of production planning. Let's explore each page's functionality:
-
-## 1. Input Data Visualization:
-After registering and logging in, users are greeted with a main chart displaying the future demand for finished products (FPA and FPB) over the next 11 months. This page provides critical insights into upcoming production requirements.
-
-## 2. Scenario Manager:
-By clicking on the Scenario Manager icon, users access the heart of the application. Here, they can create scenarios, adjust parameters, and re-optimize production plans. The application swiftly calculates optimal production levels while considering capacity constraints and minimizing two essential costs: back orders and stock.
-
-## 3. Modifying Parameters:
-Users have the flexibility to modify parameters within three categories: capacity constraints (adjusting product capacities), objectives weights (emphasizing cost minimization), and initial parameters (fine-tuning initial conditions). These adjustments allow for scenario customization.
-
-## 4. Scenario Comparison:
-The balance icon leads to a page where users can compare two scenarios within the same month. This side-by-side comparison aids in evaluating the impact of different production plans.
-
-## 5. Visualizing Performance Over Time:
-By clicking the circle arrow icon, users can visualize the algorithm's performance over time. This feature provides a clear understanding of how optimized costs evolve throughout the production cycles.
-
-
-# Conclusion
-
-Taipy's Production Planning demo stands as a testament to the power of technology in addressing complex manufacturing challenges. Whether you're visualizing data, managing scenarios, fine-tuning parameters, or evaluating production performance, Taipy simplifies the process, allowing businesses to make data-driven decisions for more efficient production planning.
-
-Explore the application, delve into production optimization, and experience firsthand how Taipy streamlines production planning in the manufacturing sector.
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
new file mode 100644
index 000000000..3c45e7826
--- /dev/null
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -0,0 +1,77 @@
+[Production planning](https://en.wikipedia.org/wiki/Production_planning) is a pivotal aspect of
+manufacturing, ensuring that resources are allocated efficiently to meet demand while minimizing
+costs. The Taipy's Production Planning demo offers a comprehensive solution for optimizing
+production and cost management. In this demo, we'll delve into this application that addresses
+the challenges of production planning.
+
+# Understanding Production Planning
+
+Production planning involves the strategic scheduling of resources, materials, and processes to
+achieve production goals efficiently. It's a critical function in manufacturing, as it directly
+impacts product quality, delivery times, and overall profitability.
+
+# Significance of Production Planning in Manufacturing
+
+In the realm of manufacturing, production planning is the backbone of operational success. It
+ensures that the right products are produced in the right quantities at the right time while
+keeping costs in check. Effective production planning leads to several key benefits:
+
+1. Optimal Resource Utilization:
+ It helps allocate resources efficiently, preventing overproduction and shortages.
+
+2. Cost Reduction:
+ Proper planning minimizes production costs, including inventory holding costs and overtime
+ labor expenses.
+
+3. Meeting Customer Demand:
+ It ensures that products are available when customers need them, enhancing customer
+ satisfaction.
+
+4. Improved Quality:
+ Production planning contributes to consistent product quality by minimizing rush orders and
+ last-minute changes.
+
+Taipy's Production Planning application addresses these manufacturing challenges head-on,
+providing a streamlined platform for optimizing production processes and costs.
+
+# The Production Planning Application
+
+Taipy's [Production Planning](https://production-planning.taipy.cloud/) demo is a 5-page
+application designed to tackle the complexities of production planning. Let's explore each
+page's functionality:
+
+1. Input Data Visualization:
+ After registering and logging in, users are greeted with a main chart displaying the future
+ demand for finished products (FPA and FPB) over the next 11 months. This page provides
+ critical insights into upcoming production requirements.
+
+2. Scenario Manager:
+ By clicking on the Scenario Manager icon, users access the heart of the application. Here, they
+ can create scenarios, adjust parameters, and re-optimize production plans. The application
+ swiftly calculates optimal production levels while considering capacity constraints and
+ minimizing two essential costs: back orders and stock.
+
+3. Modifying Parameters:
+ Users have the flexibility to modify parameters within three categories: capacity constraints
+ (adjusting product capacities), objectives weights (emphasizing cost minimization), and
+ initial parameters (fine-tuning initial conditions). These adjustments allow for scenario
+ customization.
+
+4. Scenario Comparison:
+ The balance icon leads to a page where users can compare two scenarios within the same month.
+ This side-by-side comparison aids in evaluating the impact of different production plans.
+
+5. Visualizing Performance Over Time:
+ By clicking the circle arrow icon, users can visualize the algorithm's performance over time.
+ This feature provides a clear understanding of how optimized costs evolve throughout the
+ production cycles.
+
+# Conclusion
+
+Taipy's Production Planning demo stands as a testament to the power of technology in addressing
+complex manufacturing challenges. Whether you're visualizing data, managing scenarios,
+fine-tuning parameters, or evaluating production performance, Taipy simplifies the process,
+allowing businesses to make data-driven decisions for more efficient production planning.
+
+Explore the application, delve into production optimization, and experience firsthand how Taipy
+streamlines production planning in the manufacturing sector.
diff --git a/mkdocs.yml_template b/mkdocs.yml_template
index 7e7608537..1acc5eb50 100644
--- a/mkdocs.yml_template
+++ b/mkdocs.yml_template
@@ -53,6 +53,7 @@ nav:
- "Demos":
- knowledge_base/demos/index.md
- "Sentiment Analysis": knowledge_base/demos/sentiment_analysis.md
+ - "Production Planning": knowledge_base/demos/production-planning.md
- "Tips and tricks":
- knowledge_base/tips/index.md
- "Manuals":
From 460afb671cb1b98e898d071d749f3f97aedbd34e Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:12:34 +0200
Subject: [PATCH 05/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 10 +++++-----
1 file changed, 5 insertions(+), 5 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 3c45e7826..948568441 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -1,8 +1,8 @@
-[Production planning](https://en.wikipedia.org/wiki/Production_planning) is a pivotal aspect of
-manufacturing, ensuring that resources are allocated efficiently to meet demand while minimizing
-costs. The Taipy's Production Planning demo offers a comprehensive solution for optimizing
-production and cost management. In this demo, we'll delve into this application that addresses
-the challenges of production planning.
+[Production planning](https://en.wikipedia.org/wiki/Production_planning) is a critical part of manufacturing,
+making sure that resources are used efficiently to meet demand while keeping costs low.
+Taipy's Production Planning demo provides a comprehensive solution for optimizing production
+and cost management. In this demo, we will explore this application that tackles
+the complexities of production planning.
# Understanding Production Planning
From febad6b5fd2f8752c5c427b4228287c6e53b85a6 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:12:40 +0200
Subject: [PATCH 06/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 6 +++---
1 file changed, 3 insertions(+), 3 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 948568441..2860c1b09 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -12,9 +12,9 @@ impacts product quality, delivery times, and overall profitability.
# Significance of Production Planning in Manufacturing
-In the realm of manufacturing, production planning is the backbone of operational success. It
-ensures that the right products are produced in the right quantities at the right time while
-keeping costs in check. Effective production planning leads to several key benefits:
+In manufacturing, production planning is crucial for operational success.
+It makes sure that the correct products are made in the right amounts and on schedule,
+all while managing costs effectively. Effective production planning leads to several key benefits:
1. Optimal Resource Utilization:
It helps allocate resources efficiently, preventing overproduction and shortages.
From d491c07689190af3941efcf7f0dd8489b4d426b7 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:12:47 +0200
Subject: [PATCH 07/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 6 +++---
1 file changed, 3 insertions(+), 3 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 2860c1b09..8dd616fee 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -6,9 +6,9 @@ the complexities of production planning.
# Understanding Production Planning
-Production planning involves the strategic scheduling of resources, materials, and processes to
-achieve production goals efficiently. It's a critical function in manufacturing, as it directly
-impacts product quality, delivery times, and overall profitability.
+Production planning involves strategically arranging resources, materials, and processes
+to achieve production objectives efficiently. It's a vital function in manufacturing because
+it directly influences product quality, delivery schedules, and overall profitability.
# Significance of Production Planning in Manufacturing
From 31a1a02f42315e5ffd630da26398d3ac56a65d88 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:12:54 +0200
Subject: [PATCH 08/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 8dd616fee..173317511 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -58,8 +58,8 @@ page's functionality:
customization.
4. Scenario Comparison:
- The balance icon leads to a page where users can compare two scenarios within the same month.
- This side-by-side comparison aids in evaluating the impact of different production plans.
+ The balance icon takes users to a page where they can compare two scenarios for the same month.
+ This side-by-side comparison helps in assessing how different production plans might affect the situation.
5. Visualizing Performance Over Time:
By clicking the circle arrow icon, users can visualize the algorithm's performance over time.
From 202f4f687a0322c753c0d15cf70f326b4496b47f Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:13:01 +0200
Subject: [PATCH 09/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 173317511..75581c52c 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -31,8 +31,8 @@ all while managing costs effectively. Effective production planning leads to sev
Production planning contributes to consistent product quality by minimizing rush orders and
last-minute changes.
-Taipy's Production Planning application addresses these manufacturing challenges head-on,
-providing a streamlined platform for optimizing production processes and costs.
+Taipy's Production Planning application tackles these manufacturing challenges directly,
+offering a straightforward platform to improve production processes and control costs.
# The Production Planning Application
From 1a26ac869f89c2c52a3e1534906330f7191a32e6 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:13:07 +0200
Subject: [PATCH 10/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 75581c52c..f792fe6e1 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -43,7 +43,7 @@ page's functionality:
1. Input Data Visualization:
After registering and logging in, users are greeted with a main chart displaying the future
demand for finished products (FPA and FPB) over the next 11 months. This page provides
- critical insights into upcoming production requirements.
+ critical insights into upcoming production requirements.
2. Scenario Manager:
By clicking on the Scenario Manager icon, users access the heart of the application. Here, they
From edceba808b50fac9deaa5878f4d46e7cb2047c8d Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:13:13 +0200
Subject: [PATCH 11/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 8 ++++----
1 file changed, 4 insertions(+), 4 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index f792fe6e1..03477a786 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -68,10 +68,10 @@ page's functionality:
# Conclusion
-Taipy's Production Planning demo stands as a testament to the power of technology in addressing
-complex manufacturing challenges. Whether you're visualizing data, managing scenarios,
-fine-tuning parameters, or evaluating production performance, Taipy simplifies the process,
-allowing businesses to make data-driven decisions for more efficient production planning.
+Taipy's Production Planning demo showcases the strength of technology in dealing with
+intricate manufacturing issues. Whether you're visualizing data, handling scenarios, adjusting parameters,
+or assessing production performance, Taipy makes everything simpler, enabling businesses
+to use data for smarter production planning.
Explore the application, delve into production optimization, and experience firsthand how Taipy
streamlines production planning in the manufacturing sector.
From 68d3f3d12e6113882b6d22adf1fd1a30d5dd4a2c Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 15:13:20 +0200
Subject: [PATCH 12/13] Update docs/knowledge_base/demos/production-planning.md
Co-authored-by: Erik Feher <138566453+erikfTW@users.noreply.github.com>
---
docs/knowledge_base/demos/production-planning.md | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 03477a786..47b3a3043 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -73,5 +73,5 @@ intricate manufacturing issues. Whether you're visualizing data, handling scenar
or assessing production performance, Taipy makes everything simpler, enabling businesses
to use data for smarter production planning.
-Explore the application, delve into production optimization, and experience firsthand how Taipy
-streamlines production planning in the manufacturing sector.
+Take the time to explore the application, dive into production optimization, and
+see for yourself how Taipy simplifies production planning in the manufacturing industry.
From 221706bed987ab54b2bd566b0fb34c6090097209 Mon Sep 17 00:00:00 2001
From: Rym <31435778+RymMichaut@users.noreply.github.com>
Date: Mon, 2 Oct 2023 17:44:32 +0200
Subject: [PATCH 13/13] Update production-planning.md
---
.../demos/production-planning.md | 116 +++++++++++++-----
1 file changed, 87 insertions(+), 29 deletions(-)
diff --git a/docs/knowledge_base/demos/production-planning.md b/docs/knowledge_base/demos/production-planning.md
index 47b3a3043..bd2c894d9 100644
--- a/docs/knowledge_base/demos/production-planning.md
+++ b/docs/knowledge_base/demos/production-planning.md
@@ -36,35 +36,93 @@ offering a straightforward platform to improve production processes and control
# The Production Planning Application
-Taipy's [Production Planning](https://production-planning.taipy.cloud/) demo is a 5-page
-application designed to tackle the complexities of production planning. Let's explore each
-page's functionality:
-
-1. Input Data Visualization:
- After registering and logging in, users are greeted with a main chart displaying the future
- demand for finished products (FPA and FPB) over the next 11 months. This page provides
- critical insights into upcoming production requirements.
-
-2. Scenario Manager:
- By clicking on the Scenario Manager icon, users access the heart of the application. Here, they
- can create scenarios, adjust parameters, and re-optimize production plans. The application
- swiftly calculates optimal production levels while considering capacity constraints and
- minimizing two essential costs: back orders and stock.
-
-3. Modifying Parameters:
- Users have the flexibility to modify parameters within three categories: capacity constraints
- (adjusting product capacities), objectives weights (emphasizing cost minimization), and
- initial parameters (fine-tuning initial conditions). These adjustments allow for scenario
- customization.
-
-4. Scenario Comparison:
- The balance icon takes users to a page where they can compare two scenarios for the same month.
- This side-by-side comparison helps in assessing how different production plans might affect the situation.
-
-5. Visualizing Performance Over Time:
- By clicking the circle arrow icon, users can visualize the algorithm's performance over time.
- This feature provides a clear understanding of how optimized costs evolve throughout the
- production cycles.
+Let's explore each page's functionality of Taipy's [Production Planning](https://production-planning.taipy.cloud/) demo.
+You can select different visualizations across the left panel given:
+
+**1. Data Visualization**
+
+Upon registration with a new account, the initial page reveals critical data visualization elements.
+A central chart depicts the anticipated demand for both finished products, FPA and FPB,
+over the next 11 months, with the current month marked as month 0.
+
+
+Expanding the Taipy interface allows you to access detailed information for the current month (time 0).
+This includes the levels of Initial stock, Incoming purchases, Initial production and Demand of the upcoming months,
+all presented in a table format.
+
+
+
+
+**2. Scenario Manager**
+
+This central hub empowers users to create, configure, and optimize production scenarios.
+
+**Playing with existing scenarios**
+
+It allows you to select a specific year and month, generating two distinct scenarios for
+that month. For each scenario, you can choose from various data categories to visualize,
+including costs, purchases, productions, stocks, and backorders...
+
+Once you've selected the data of interest, you can also pick the preferred
+visualization type: either a line chart or a pie chart.
+These graphical representations provide clear insights and trends.
+
+Furthermore, we've added two sliders for adjusting backorder costs and stock costs, giving you
+precise control over these parameters to analyze their impact.
+
+
+
+
+**Creating a New Scenario**
+
+To create a new scenario, follow these steps:
+
+1. Select the current month and year.
+
+2. Click on the "Show configuration" button.
+3. A new configuration panel will appear on the right side of the screen, offering three selectors:
+ capacity constraints, objective weights, and initial parameters.
+5. Choose your desired parameters using the selectors.
+6. Click the "New Scenario" button at the bottom.
+7. Your new scenario is now built and ready for analysis.
+
+
+This section streamlines the process of creating scenarios, making it easy to explore different
+configurations and optimize your production planning.
+In summary, the "Scenario Manager" tab provides finer control over your scenarios, letting you
+choose displayed data chart types and adjust costs for in-depth analysis.
+
+
+
+**3. Compare Scenarios**
+
+This section allows you to compare two scenarios from the same month using the same metrics mentioned earlier
+(costs, purchases, productions, stocks, and back orders...).
+It provides a clear example of how the Scenario Manager can be used effectively and highlights the strength of Taipy.
+
+
+
+**4. Compare Cycles**
+
+You may have noticed that on the previous tab, "Compare Scenarios," we compared two scenarios per month.
+On this tab, we extend our comparison across all months, from January 2021 to the current month, using two key
+metrics: the cost of stock and the cost of back orders.
+
+This tab provides a visual representation of these two metrics in the form of stacked bar charts.
+It allows you to gain insights into how these costs have evolved over time, providing a broader
+perspective on your production planning performance across multiple months.
+
+
+
+
+**5. Datasources**
+
+You can access and display various tables (data frames) associated with a selected scenario.
+Furthermore, data tables can be conveniently downloaded in CSV format using the 'Download Table' button.
+Explore this powerful Production Planning demo, utilizing Taipy's capabilities to streamline
+production planning, optimize costs, and achieve efficient resource allocation.
+
+
# Conclusion