The top search result, pybamm-param, is deprecated; PyBOP just restructured its API; and identifiability means an optimiser handed fifty free parameters returns fifty meaningless numbers. Includes a protocol separating a fit from a decoration.
When a long degradation run dies at cycle 300, reaching for tolerances is usually wrong. Tell numerics from physics with an SPMe cross-check, plus every IDAKLU option default and one trap that fails silently.
Train scikit-learn regressors on PyBaMM-style EIS features and operating metadata to predict battery SOH and RUL.
Build a reproducible PyBaMM data factory for SOH, RUL, LLI, LAM, plating, and impedance-feature labels.
Use PyBaMM core EISSimulation to generate impedance spectra, extract features, and align them with aging labels.
A PhD-level guide to PyBaMM expression trees, Simulation, model options, metadata, and AI dataset design.
