State of Charge Prediction Algorithm of Lithium-Ion Battery Based on PSO-SVR Cross Validation

State of Charge Prediction Algorithm of Lithium-Ion Battery Based on PSO-SVR Cross Validation

Lithium-ion battery refers to a complex nonlinear system. Real-time diagnosis and accurate prediction of battery state of charge(SOC) parameters are hotspots and critical issues in battery research. To reduce the dependence of state of charge prediction on battery model accuracy and speed, and achie...

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Bibliographic Details
Main Authors: Ran Li, Shihui Xu, Sibo Li, Yongqin Zhou, Kai Zhou, Xianzhong Liu, Jie Yao
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
State prediction
particle swarm optimization
Lithium-ion power battery
nonlinear data diagnosis
support vector machine
Online Access:https://ieeexplore.ieee.org/document/8954689/

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