Health diagnosis and remaining useful life prognostics of lithium-ion batteries using data-driven methods

► SOH and RUL estimation of a lithium-ion battery with a support vector machine. ► New method for training data processing by load collectives. ► Estimation accuracy over lifetime approved on real driving profiles. ► Application on-board a battery management system conceivable.