A Comparative Data-Driven Study for State-of-Charge Estimation of Lithium-Ion Batteries Under Variable Operating Conditions
The widespread use of lithium-ion batteries in the electric vehicle sector has accelerated the development of data-driven state-of-charge estimation algorithms. This study investigates the state of charge estimation performance of unidirectional deep-learning architectures, namely Long Short-Term Memory and Gated Recur...