Merge branch 'develop' into 339-updating-capacities

CHANGELOG.md

@@ -2,6 +2,7 @@
 
 ## Features
 
+- [#174](https://github.com/pybop-team/PyBOP/issues/174) - Adds new logo and updates Readme for accessibility.
 - [#316](https://github.com/pybop-team/PyBOP/pull/316) - Adds Adam with weight decay (AdamW) optimiser, adds depreciation warning for pints.Adam implementation.
 - [#271](https://github.com/pybop-team/PyBOP/issues/271) - Aligns the output of the optimisers via a generalisation of Result class.
 - [#315](https://github.com/pybop-team/PyBOP/pull/315) - Updates __init__ structure to remove circular import issues and minimises dependancy imports across codebase for faster PyBOP module import. Adds type-hints to BaseModel and refactors rebuild parameter variables.

README.md

@@ -1,6 +1,7 @@
 <div align="center">
 
-  ![logo](https://raw.githubusercontent.com/pybop-team/PyBOP/develop/assets/Temp_Logo.png)
+  <img src="https://raw.githubusercontent.com/pybop-team/PyBOP/develop/assets/logo/PyBOP_logo_flat.png" alt="logo.svg" width="700" />
+
   # Python Battery Optimisation and Parameterisation
 
 
@@ -25,8 +26,7 @@ PyBOP provides a complete set of tools for parameterisation and optimisation of
 The diagram below shows the conceptual framework of PyBOP. This package is currently under development, so users can expect the API to evolve with future releases.
 
 <p align="center">
-    <!-- <img src="https://raw.githubusercontent.com/pybop-team/PyBOP/develop/assets/pybop_architecture.svg" alt="pybop_arch.svg" width="600" /> -->
-    <img src="assets/PyBOP-high-level.svg" alt="pybop_arch.svg" width="700" />
+    <img src="https://raw.githubusercontent.com/pybop-team/PyBOP/develop/assets/PyBOP-high-level.svg" alt="pybop_arch.svg" width="700" />
 </p>
 
 ## Installation