Open-Circuit Voltage-Based State of Charge Estimation of Lithium-ion Battery Using Dual Neural Network Fusion Battery Model
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- 作者：Xuanju Danga ; xjd69@126.com" class="auth_mail" title="E-mail the corresponding author ; xjd69@163.com" class="auth_mail" title="E-mail the corresponding author ; Li Yana ; Kai Xua ; Xiru Wua ; Hui Jianga ; Hanxu Sunb
- 关键词：State of Charge ; Dual neural network fusion battery model ; Lithium-ion battery ; Second-order battery model ; Open circuit voltage
- 刊名：Electrochimica Acta
- 出版年：2016
- 出版时间：10 January 2016
- 年：2016
- 卷：188
- 期：Complete
- 页码：356-366
- 全文大小：2844 K
文摘
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The model for the battery is described by the linear neural network battery model.
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BP neural network is employed for capturing the relationship between the OCV and SOC.
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OCV-based method for SOC estimation by using dual neural network fusion battery model is proposed.