tomtranter

I'm sorry that you found it terse. I intended this as a brief intro and would encourage people who found it a little bit interesting or relevant to their problems to either read the more extensive examples on PyBaMM. If of interest, Silicon anodes are only one type of material being extensively researched in order to improve batteries. The holy grail is Lithium metal where there is no host material on the anode side at all. This would give the ultimate energy density but has so far largely eluded commercialization.

PyBaMM is technically chemistry agnostic but it's fair to say pretty much all the examples are for Li-ion. Sodium ion should be very possible as it's really the same physics but with different numbers. Flow batteries a bit more challenging because a few important processes would need to be added like the convection. Lead-acid examples are in there. PyBaMM actually started out on lead acid when Valentin was doing his PhD https://sites.google.com/view/valentinsulzer/publications