Multi-objective optimization for multi-stage constant current charging for Li-ion batteries

被引:0
|
作者
Tahir, Muhammad Usman [1 ]
Sangwongwanich, Ariya [1 ]
Stroe, Daniel-Ioan [1 ]
Blaabjerg, Frede [1 ]
机构
[1] Aalborg Univ, AAU Energy, DK-9220 Aalborg, Denmark
关键词
Fast charging; Multi -stage constant current (MSCC); Electric vehicles (EVs); Lithium -ion batteries (LIBs); Multi -objective optimization (MOO); Constant current constant voltage (CCCV); Battery performance evaluation; PATTERN; STRATEGIES; SEARCH;
D O I
10.1016/j.est.2024.111313
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Fast charging is a key challenge for the widespread adoption of electric vehicles (EVs), as it can make EVs more convenient and appealing to consumers. Therefore, different charging methods are proposed to enhance the performance of lithium-ion batteries (LIBs). Multi-stage constant current (MSCC) charging can improve LIB's performance in several aspects, including charging time, charged capacity, temperature rise, average temperature rise, and charging energy efficiency. However, achieving a multi-objective performance during LIB charging is challenging. In this paper, the Taguchi method is used to determine the multi-objective optimal (MOO) charging profile for the MSCC charging strategy. The Orthogonal experiments are designed and conducted to find the optimal solutions for each performance parameter for a five-stage constant current (5SCC) charging profile. A comparison is conducted among the performance-based selective charging profiles to validate the optimal charging profile. Furthermore, a comparison is made between the obtained MOO charging profile and the classical equivalent constant current constant voltage (CCCV) method. Experimental results demonstrated that the MOO charging profile reduces the charging time with comparable temperature rise to the CCCV, making it promising for the future alternative efficient EV charging. These findings highlight the effectiveness of the MSCC approach in improving LIB performance.
引用
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页数:12
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