Neural Network PID-Based Preheating Control and Optimization for a Li-Ion Battery Module at Low Temperatures

Neural Network PID-Based Preheating Control and Optimization for a Li-Ion Battery Module at Low Temperatures

Low temperatures induce limited charging ability and lifespan in lithium-ion batteries, and may even cause accidents. Therefore, a reliable preheating strategy is needed to address this issue. This study proposes a low-temperature preheating strategy based on neural network PID control, considering...

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Bibliographic Details
Main Authors: Song Pan, Yuejiu Zheng, Languang Lu, Kai Shen, Siqi Chen
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:World Electric Vehicle Journal
Subjects:
low-temperature preheating
thermal consistency
neural network PID control
multi-objective optimization
Online Access:https://www.mdpi.com/2032-6653/14/4/83

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