Derya Birant — Papers on Cortexa

crossrefBatteries2026-07-16

M5Boost: A Machine Learning Approach for Driving Range Estimation in Electric Vehicles Considering Battery-Related Factors

Ibrahim Atakan Kubilay, Kadriye Filiz Balbal, Kokten Ulas Birant, Derya Birant

Range estimation for electric vehicles (EVs) is critical for intelligent transportation systems since it directly affects charging planning, route optimization, driver confidence, energy management, battery utilization, and driver decision-making processes. However, current studi…

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crossrefBatteries2026-04-29

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…

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