Sankhadeep Debdas

A data-driven Kalman filter–integrated deep learning framework for optimized fault detection in lithium-ion batteries

Electric vehicles (EVs) and energy storage systems are prone to critical safety hazards associated with lithium-ion battery failures. The current fault detection tools have a fundamental trade-off: Model-based approaches cannot support aging-dependent dynamics, whereas deep learn...