Add a battery model reference page to the documentation (#3327)

* Adding a new page

* Adding links

* Add review articles

* Rewording the text

* Fixing a typo

* Fix typo

* Switching to doi.org to fix lychee checking

* Remove www in doi URLs for Lychee

docs/source/user_guide/fundamentals/battery_models.md

@@ -0,0 +1,29 @@
+# Battery Models
+
+References for the battery models used in PyBaMM simulations can be found calling
+```python
+pybamm.print_citations()
+```
+However, a few papers are provided in this section for anyone interested in reading the theory
+behind the models before doing the tutorials.
+
+## Review Articles
+
+[Review of physics-based lithium-ion battery models](https://doi.org/10.1088/2516-1083/ac7d31)
+
+[Review of parameterisation and a novel database for Li-ion battery models](https://doi.org/10.1088/2516-1083/ac692c)
+
+## Model References
+
+### Lithium-Ion Batteries
+
+[Doyle-Fuller-Newman model](https://doi.org/10.1149/1.2221597)
+
+[Single particle model](https://doi.org/10.1149/2.0341915jes)
+
+
+### Lead-Acid Batteries
+
+[Isothermal porous-electrode model](https://doi.org/10.1149/2.0301910jes)
+
+[Leading-Order Quasi-Static model](https://doi.org/10.1149/2.0441908jes)

docs/source/user_guide/fundamentals/index.md

@@ -70,7 +70,7 @@ solution = sim.solve()
 solution.plot()
 ```
 
-Finally, PyBaMM provides cusotm visualization tools:
+Finally, PyBaMM provides custom visualization tools:
 
 - [](quick_plot): for easily plotting simulation outputs in a grid, including comparing multiple simulations
 - [](pybamm.plot_voltage_components): for plotting the component overpotentials that make up a voltage curve

docs/source/user_guide/index.md

@@ -21,6 +21,7 @@ caption: Fundamentals and usage
 maxdepth: 2
 ---
 fundamentals/index
+fundamentals/battery_models
 ```
 
 # Example notebooks