Machine Learning Prediction of a Battery’s Thermal-Related Health Factor in a Battery Electric Vehicle Using Real-World Driving Data

Machine Learning Prediction of a Battery’s Thermal-Related Health Factor in a Battery Electric Vehicle Using Real-World Driving Data

Electric vehicles (EVs) are alternatives to traditional combustion engine-powered vehicles. This work focuses on a thermal management system for battery EVs using liquid cooling and a machine learning (ML) model to predict their thermal-related health. Real-world data of EV operation, battery and co...

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Bibliographic Details
Main Authors: Natthida Sukkam, Tossapon Katongtung, Pana Suttakul, Yuttana Mona, Witsarut Achariyaviriya, Korrakot Yaibuathet Tippayawong, Nakorn Tippayawong
Format: Article
Language:English
Published: MDPI AG 2024-09-01
Series:Information
Subjects:
artificial neural network
battery thermal management
clean energy
multilayer perceptron
Online Access:https://www.mdpi.com/2078-2489/15/9/553
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