Elife Ozturk Kiyak

Battery State of Charge Estimation in Electric Vehicles Using Machine Learning with Feature Engineering and Seasonal Analysis Under On-Road Conditions

Feristah Dalkilic, Kadriye Filiz Balbal, Kokten Ulas Birant, Elife Ozturk Kiyak, Yunus Dogan, Semih Utku, et al.

Estimating the state of charge (SoC) is a critical task for effective management of electric vehicle batteries. Simple machine learning methods (LR, KNN, etc.) often suffer from limited prediction accuracy, while deep learning approaches (LSTM, CNN, etc.) generally require high c…Read more