Prediction of lithium-ion battery SOC based on IGA-GRU and the fusion of multi-head attention mechanism

Prediction of lithium-ion battery SOC based on IGA-GRU and the fusion of multi-head attention mechanism

Abstract It is necessary to establish a sufficiently advanced Battery Management System (BMS) for safe driving of electric vehicles. Lithium-ion batteries have been widely used in electric vehicles due to their advantages of high specific energy and low-temperature resistance, so this paper takes li...

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Bibliographic Details
Main Authors: Pei Tang, Minnan Jiang, Weikai Xu, Zhengyu Ding, Mao Lv
Format: Article
Language:English
Published: SpringerOpen 2024-12-01
Series:Energy Informatics
Subjects:
State of charge
Immune genetic algorithm
Recurrent neural network
Multi-head attention mechanism
Window sliding
Online Access:https://doi.org/10.1186/s42162-024-00453-w
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