State-of-Charge (SoC)

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• Published Subscription Original Research 10 Apr 2026

  Optimized Machine Learning Framework for Battery State Prediction in Smart Charging Systems

  By Rajeshwari Mahantesh Thadi, Sandhya Sharma, Sarang M. Patil, Mukesh Kumar Gupta

  Abstract: Good estimation of battery states, including State-of-Charge (SoC), State-of-Health (SoH), and Remaining Useful Life (RUL), are important in managing energy wisely and controlling the adaptive charging. This work introduces a streamlined machine learning model based on the ability to use multi-dimensional sensor measurements in terms of voltage, current, temperature, and cycle number to forecast battery conditions with high accuracy. Decent preprocessing, such as noise elimination, feature scaling, and calculated features, …

  Published in International Journal of Energy and Thermal Applications · Vol. 4, Issue 1, 2026 · pp. 11–23 Read article →