Machine Learning Model using a Fiber Bragg Grating-based Sensor System to measure Battery State-of-Charge

Sankhyabrata Bandyopadhyay,Matthias Fabian, James Bremner,Xuan Liu,Xiang Li,Kang Li,Tong Sun,Kenneth T V Grattan

27th International Conference on Optical Fiber Sensors（2022）

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摘要

A data-driven regression model using Machine Learning (ML) coding has been developed to predict the state-of-the-charge of a battery based on a Fiber Bragg Grating-based sensor, achieving a supervised ML model accuracy of 99.95%.

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关键词

machine learning model,machine learning,learning model,grating-based,state-of-charge

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