crossrefWorld Electric Vehicle Journal2025-05-24Cited by 6
Optimizing State of Charge Estimation in Lithium–Ion Batteries via Wavelet Denoising and Regression-Based Machine Learning Approaches
Mohammed Isam Al-Hiyali, Ramani Kannan, Hussein Shutari
Accurate state of charge (SOC) estimation is key for the efficient management of lithium–ion (Li-ion) batteries, yet is often compromised by noise levels in measurement data. This study introduces a new approach that uses wavelet denoising with a machine learning regression model…