Performance simulation method and state of health estimation for lithium-ion batteries based on aging-effect coupling model

被引:61
作者
Fang, Deyu [1 ]
Wu, Wentao [2 ]
Li, Junfu [1 ,3 ,4 ]
Yuan, Weizhe [5 ]
Liu, Tao [1 ]
Dai, Changsong [4 ]
Wang, Zhenbo [4 ,6 ]
Zhao, Ming [3 ,6 ]
机构
[1] Harbin Inst Technol, Sch Automot Engn, Weihai 264209, Shandong, Peoples R China
[2] Harbin Inst Technol, Sch New Energy, Weihai 264209, Shandong, Peoples R China
[3] Guangdong Guanghua Scitech Co Ltd, Shantou 515000, Guangdong, Peoples R China
[4] Harbin Inst Technol, Sch Chem Engn & Chem, Harbin 150001, Heilongjiang, Peoples R China
[5] Harbin Inst Technol, Sch Energy Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
[6] Zhuhai Zhongli New Energy Scitech Co Ltd, Zhuhai 519000, Guangdong, Peoples R China
来源
GREEN ENERGY AND INTELLIGENT TRANSPORTATION | 2023年 / 2卷 / 03期
基金
中国博士后科学基金;
关键词
Improved single particle model; Failure physics; Characteristics performance simulation; State of health estimation; SINGLE-PARTICLE MODEL; ELECTROCHEMICAL MODEL; DEGRADATION; CELLS; MANAGEMENT; CHARGE; ELECTRODE; PHYSICS; POWER; LIFE;
D O I
10.1016/j.geits.2023.100082
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Accurate simulation of characteristics performance and state of health (SOH) estimation for lithium-ion batteries are critical for battery management systems (BMS) in electric vehicles. Battery simplified electrochemical model (SEM) can achieve accurate estimation of battery terminal voltage with less computing resources. To ensure the applicability of life-cycle usage, degradation physics need to be involved in SEM models. This work conducts deep analysis on battery degradation physics and develops an aging-effect coupling model based on an existing improved single particle (ISP) model. Firstly, three mechanisms of solid electrolyte interface (SEI) film growth throughout life cycle are analyzed, and an SEI film growth model of lithium-ion battery is built coupled with the ISP model. Then, a series of identification conditions for individual cells are designed to non-destructively determine model parameters. Finally, battery aging experiment is designed to validate the battery performance simulation method and SOH estimation method. The validation results under different aging rates indicate that this method can accurately estimate characteristics performance and SOH for lithium-ion batteries during the whole life cycle.
引用
收藏
页数:14
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