S. M. Saimon

Hybrid Wavelet-PCA and DNN-LSTM-Kalman Framework for Robust State-of-Charge Estimation Using Minimal Sensors

The proposed framework demonstrates strong robustness under noisy and dynamic operating conditions and can be further extended to state of health (SOH) prediction by incorporating battery degradation features, enabling predictive maintenance and enhancing long-term reliability in battery management systems.