LondonA neural network now picks the right circuit.
Impedance spectroscopy needed a human to pick the circuit model from the data — the CNN learns that instead, at over 80% accuracy.
The method still needs testing across more battery and fuel-cell chemistries beyond the lab dataset.
Sources: Nature