Edge-Computing-Oriented Lightweight State of Charge Estimation Method for Energy Storage Batteries
A gate-aware pruning strategy is developed to evaluate hidden-unit importance by jointly considering gate weights and gradient sensitivity, enabling structural compression while preserving critical temporal information and substantially improving computational efficiency.