A novel OCV curve reconstruction and update method of lithium-ion batteries at different temperatures based on cloud data

荷电状态 电池(电) 开路电压 电压 曲线拟合 工程类 汽车工程 计算机科学 电气工程 热力学 机器学习 物理 功率(物理)
作者
Limei Wang,Jingjing Sun,Yingfeng Cai,Yubo Lian,Mengjie Jin,Xiuliang Zhao,Ruochen Wang,Long Chen,Jun Chen
出处
期刊:Energy [Elsevier]
卷期号:268: 126773-126773 被引量:27
标识
DOI:10.1016/j.energy.2023.126773
摘要

Open-Circuit-Voltage (OCV) estimation is necessary for energy storage systems in electric vehicles (EVs) and energy storage systems (BESSs). The OCV-SOC curve is generally obtained by the low-rate current and the static methods. However, there is no long-term standing state of the battery during operation. This paper proposes a method to construct the complete OCV-SOC curve at different temperatures based on cloud data. Firstly, the OCV-SOC from the discharge segment is identified by the analogy method to verify the performance consistency of the battery under the operation condition and the laboratory. Secondly, the influence of temperature and ageing on the OCV-SOC curve is analyzed. Meanwhile, the adaptability of different OCV-SOC models is explored. An OCV-SOC model based on the improved electrode potential model suitable for different temperatures is then built. Thirdly, a method to construct a complete OCV-SOC curve from the charge segment is proposed based on the thermodynamic ideal material characteristics. The constructed OCV-SOC curve is also updated in real-time by the improved electrode potential model. Finally, the cloud data of different temperatures are used to verify the method. Results show that the method has high accuracy and reliability.
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