Optimization of Lithium-Ion Battery Charging Strategies From a Thermal Safety Perspective

被引:0
|
作者
Wang, Lixin [1 ]
Song, Yankong [1 ]
Lyu, Chao [2 ]
Yang, Dazhi [2 ]
Yang, Guoming [2 ]
Shen, Dongxu [2 ]
机构
[1] Harbin Inst Technol Shenzhen, Sch Mech Engn & Automat, Shenzhen 518055, Peoples R China
[2] Harbin Inst Technol, Dept Elect Engn & Automat, Harbin 150001, Heilongjiang, Peoples R China
来源
IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION | 2024年 / 10卷 / 02期
关键词
Batteries; Integrated circuit modeling; Predictive models; Mathematical models; Safety; Degradation; Prediction algorithms; Charging strategy optimization; lithium-ion battery (LIB); model predictive control (MPC); thermal safety constraints; MANAGEMENT;
D O I
10.1109/TTE.2023.3308484
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The charging rate of lithium-ion batteries (LIBs) constitutes an essential metric for quantifying the competency of electric vehicles (EVs) and energy storage systems (ESSs) in restoring power expeditiously. Nevertheless, unrestricted escalation of the charging current may trigger hazardous thermal runaways in battery packs. Hence, this work is concerned with optimizing the battery charging strategy from a thermal safety perspective. Instead of relying on the conventional thermal-coupling equivalent circuit models, a numerical approach based on a thermal-coupling simplified electrochemical model (TC-SEM) is proposed to predict the battery voltage and temperature via recursion. The potential error accumulation in the recursive process is suppressed by a multistep-ahead Kalman filter, which operates in concert with measurable terminal voltage and temperature. Subsequently, the aforementioned prediction algorithm is integrated into a model predictive control (MPC) framework. Central to the MPC framework is a liquid cooling system that seeks to regulate the battery temperature, and thus the efficacy of the prediction algorithm should be, and in fact is, verified in terms of the temperature control ability of an actual cooling system. Experimental result shows that, during the battery charging process, the maximum temperature only overshoots the prescribed temperature by 0.1 degrees C, whereas the average error is just -0.08 degrees C, which empirically validates the proposal.
引用
收藏
页码:2727 / 2739
页数:13
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