A risk analysis method for potential failure modes in the lithium-ion battery assembly process based on optimized FMEA and DHHFLTS

To enhance product quality and operational safety of lithium-ion batteries, this paper proposes a risk analysis method based on an optimized Failure Modes and Effects Analysis (FMEA). Firstly, as an evaluation language with a double-hierarchy structure, the Double Hierarchy Hesitant Fuzzy Linguistic Term Set (DHHFLTS) can both express rich semantics and accurately capture the evaluators' hesitancy. Secondly, the Similarity Measure (SM) and Water Filling Theory (WFT) are utilized to calculate the consensus degree of evaluator's evaluation information, thereby determining the weight information. Compared to the current methods that calculates weights based on the dispersion of evaluation information, SM-WFT is more suitable for FMEA. Then, the Combined Compromise Solution (CoCoSo) employs multiple aggregation methods for compromise calculation, thereby minimizing the likelihood of identical risk rankings in FMEA. Finally, addressing the difficulty of experimentally verifying the calculation results of new methods, this paper proposes a Multi-Objective Aggregation Technique (MOAT). By constructing a multi-objective mathematical model, a comparative analysis is conducted on the risk ranking results and evaluation information obtained from the new method versus other methods. At the end of the paper, a case study on risk analysis of potential failure modes in the lithium-ion battery assembly process is presented to verify the practicality and objectivity of the new method.

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Publication Details

Journal
Scientific Reports
Published
2025-08-03
DOI
https://doi.org/10.1038/s41598-025-12681-5
Citations
3
Primary Topic
Multi-Criteria Decision Making
Type
article
Field-Weighted Citation Impact
6.32

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article

A risk analysis method for potential failure modes in the lithium-ion battery assembly process based on optimized FMEA and DHHFLTS

Jihong Pang, Jinkun Dai
3 citations
Scientific Reports
Multi-Criteria Decision Making
6.32
article

A risk analysis method for potential failure modes in the lithium-ion battery assembly process based on optimized FMEA and DHHFLTS

Jihong Pang, Jinkun Dai
article en
3 citations

Abstract

To enhance product quality and operational safety of lithium-ion batteries, this paper proposes a risk analysis method based on an optimized Failure Modes and Effects Analysis (FMEA). Firstly, as an evaluation language with a double-hierarchy structure, the Double Hierarchy Hesitant Fuzzy Linguistic Term Set (DHHFLTS) can both express rich semantics and accurately capture the evaluators' hesitancy. Secondly, the Similarity Measure (SM) and Water Filling Theory (WFT) are utilized to calculate the consensus degree of evaluator's evaluation information, thereby determining the weight information. Compared to the current methods that calculates weights based on the dispersion of evaluation information, SM-WFT is more suitable for FMEA. Then, the Combined Compromise Solution (CoCoSo) employs multiple aggregation methods for compromise calculation, thereby minimizing the likelihood of identical risk rankings in FMEA. Finally, addressing the difficulty of experimentally verifying the calculation results of new methods, this paper proposes a Multi-Objective Aggregation Technique (MOAT). By constructing a multi-objective mathematical model, a comparative analysis is conducted on the risk ranking results and evaluation information obtained from the new method versus other methods. At the end of the paper, a case study on risk analysis of potential failure modes in the lithium-ion battery assembly process is presented to verify the practicality and objectivity of the new method.

Scientific ReportsVol. 15(1)
Shaoxing University (CN), Wenzhou Vocational College of Science and Technology (CN)
National Natural Science Foundation of China, Department of Education of Zhejiang Province
Affordable and clean energy
Openalex Percentile: Top 4%
Multi-Criteria Decision Making
6.32
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A risk analysis method for potential failure modes in the lithium-ion battery assembly process based on optimized FMEA and DHHFLTS — Jihong Pang, Jinkun Dai · Scientific Reports (2025) | TGRS Research Map | TGRS