Machine Learning-Based Data-Driven Fault Detection/Diagnosis of Lithium-Ion Battery: A Critical Review

Machine Learning-Based Data-Driven Fault Detection/Diagnosis of Lithium-Ion Battery: A Critical Review

Fault detection/diagnosis has become a crucial function of the battery management system (BMS) due to the increasing application of lithium-ion batteries (LIBs) in highly sophisticated and high-power applications to ensure the safe and reliable operation of the system. The application of Machine Lea...

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Bibliographic Details
Main Authors: Akash Samanta, Sumana Chowdhuri, Sheldon S. Williamson
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:Electronics
Subjects:
Battery Management System (BMS)
Artificial Neural Network (ANN)
Support Vector Machine (SVM)
Electric Vehicle (EV)
Random Forest (RF)
Logistic Regression (LR)
Online Access:https://www.mdpi.com/2079-9292/10/11/1309

Internet

https://www.mdpi.com/2079-9292/10/11/1309

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