Analysis and Evaluation of Battery Pack Inconsistency Based on PSO-Level Difference Maximization Combination Weighting

In this paper, a new method of inconsistency evaluation is proposed, which combines subjective and objective weights. The improved subjective weight of AHP and the objective weight of E-Critic are synthesized by using the level difference maximization method based on PSO optimization, and the comprehensive weight is obtained. Finally, the score standard deviation is used as the threshold to evaluate the inconsistency. This paper selects the data of decommissioned lithium iron phosphate battery pack, extracts several characteristic indexes, and evaluates the consistency with this method. It is proved that this method of fusion weight is reasonable compared with each single-weight method. Finally, the validity of this method is verified by another battery cycle data.

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Published
2025-03-21
DOI
https://doi.org/10.1109/sgai64825.2025.11010045
Primary Topic
Advanced Battery Technologies Research
Type
article
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article

Analysis and Evaluation of Battery Pack Inconsistency Based on PSO-Level Difference Maximization Combination Weighting

Xintian Liu, Bixiong Huang, Yan Xuan
Advanced Battery Technologies Research
article

Analysis and Evaluation of Battery Pack Inconsistency Based on PSO-Level Difference Maximization Combination Weighting

Xintian Liu, Bixiong Huang, Yan Xuan
article en

Abstract

In this paper, a new method of inconsistency evaluation is proposed, which combines subjective and objective weights. The improved subjective weight of AHP and the objective weight of E-Critic are synthesized by using the level difference maximization method based on PSO optimization, and the comprehensive weight is obtained. Finally, the score standard deviation is used as the threshold to evaluate the inconsistency. This paper selects the data of decommissioned lithium iron phosphate battery pack, extracts several characteristic indexes, and evaluates the consistency with this method. It is proved that this method of fusion weight is reasonable compared with each single-weight method. Finally, the validity of this method is verified by another battery cycle data.

Shanghai University of Engineering Science (CN)
Affordable and clean energy
Openalex Percentile: Top 88%
Advanced Battery Technologies Research
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