Resource-Constrained Embedded Neural Network SOC/SOH Estimation for Real-Time On-Device Battery Management
Accurate and real-time estimation of battery State of Charge (SOC) and State of Health (SOH) is essential for reliable Battery Management Systems (BMS), particularly on resource-constrained embedded platforms. Existing neural-network-based approaches achieve promising estimation accuracy but often involve computational...