PyBaMM solves physics-based electrochemical DAE models by using state-of-the-art automatic differentiation and numerical solvers.

DandeLiion is an ultra-fast solver for electrochemical models of planar lithium-ion cells and thermal-electrochemical models of three-dimensional composite pouch cells.

PyBOP provides tools for the parameterisation and optimisation of battery models, using both Bayesian and frequentist approaches, with example workflows to assist the user. PyBOP can be used to parameterise various battery models, including the electrochemical and equivalent circuit models available in PyBaMM.

ONETEP is a leading UK-developed code for first principles quantum atomistic simulations. ONETEP is available to UK academics for free.

iBattery Parameter eXchange (BPX) is an open standard for physics-based Li-ion battery models. BPX provides a standardised set of equations and parameters, and a JSON schema for expressing them. It is supported by parameter descriptions detailing how the parameters can be derived from physical battery cells

PyECN is an equivalent circuit network (ECN) framework for simulating electrical and thermal performances of cylindrical, prismatic and pouch cell form factors

PyProBE is a package designed to simplify and accelerate the process of analysing data from battery cyclers