### P2D Example

Source: https://github.com/battmoteam/pybattmo/blob/main/README.md

Example demonstrating how to initialize a LithiumIonBattery model, load cell parameters and cycling protocol, set up and run a simulation, and plot the results.

```python
from battmo import *
import plotly.express as px
import pandas as pd
import numpy as np

# Initialize the model
model = LithiumIonBattery()

# Load cell parameters and cycling protocol
cell_parameters = load_cell_parameters(from_default_set = "chen_2020")
cycling_protocol = load_cycling_protocol(from_default_set = "cc_discharge")

# Have a quick look into what kind of cell we're dealing with
quick_cell_check(cell_parameters)

# Set up the simulation
sim = Simulation(model, cell_parameters, cycling_protocol)

# Run the simulation
output = solve(sim)

# Have a look into which output quantities are available
print_info(output)

# Plotting using Plotly
df = to_pandas(output.time_series)
fig = px.line(df, x="Time", y="Voltage", title="Voltage curve")
fig.show()

# Use BattMo internal plotting functions
plot_dashboard(output, plot_type="contour")

```

--------------------------------

### Install PyBattMo

Source: https://github.com/battmoteam/pybattmo/blob/main/README.md

Command to install PyBattMo using pip.

```bash
pip install battmo
```

--------------------------------

### Run a 3D simulation

Source: https://github.com/battmoteam/pybattmo/blob/main/README.md

Example demonstrating how to set up and run a 3D simulation with PyBattMo, including loading parameters, adjusting settings for a shorter simulation, and plotting interactive 3D results.

```python
from battmo import *

# Load parameter sets and settings
cell_parameters = load_cell_parameters(from_default_set="chen_2020")
cycling_protocol = load_cycling_protocol(from_default_set="cc_discharge")
model_settings = load_model_settings(from_default_set="p4d_cylindrical")
simulation_settings = load_model_settings(from_default_set="p4d_cylindrical")

# We adjust the parameters so that the simulation in this example is not too long

cell_parameters["Cell"]["OuterRadius"]                                   = 0.004
cell_parameters["NegativeElectrode"]["CurrentCollector"]["TabFractions"] = [0.5]
cell_parameters["PositiveElectrode"]["CurrentCollector"]["TabFractions"] = [0.5]
cell_parameters["NegativeElectrode"]["CurrentCollector"]["TabWidth"]     = 0.002
cell_parameters["PositiveElectrode"]["CurrentCollector"]["TabWidth"]     = 0.002
simulation_settings["AngularGridPoints"]                                 = 8

# Setup model and simulation
model = LithiumIonBattery(model_settings=model_settings)
sim = Simulation(model, cell_parameters, cycling_protocol, simulation_settings = simulation_settings)
output = solve(sim)

# Plot interative 3D results
plot_interactive_3d(output)

```

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