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What is Battery Voltage Prediction via ML Models about?

This research article presents a study on battery voltage prediction using machine learning models, specifically focusing on the multilayer perceptron (MLP) which demonstrated the highest extrapolation accuracy. The study addresses the challenge of poor extrapolation accuracy in real-world lithium-ion battery data by utilizing artificially generated data from an electrochemical simulation model. The findings indicate that the MLP model can effectively predict battery performance without direct testing, faci

Author

Tanio Tanev

Language

EN