Fig. 2: The feature engineering result.

a For the charging process, 15 features are extracted from the voltage-capacity (left) and dQ/dV curve (right). b The same set of features are for the discharging process as F16 to F30. c Features are visualized by classes, following the format CxBn, indicating the nth battery from class x. The size of a circle maps the absolute feature value. Source data are provided as a Source Data file.