Layer-specific evaluation-based Hierarchical Fuzzy Failure Mode and Effect Analysis

Reliability and safety have always been the main focus while developing critical automotive systems such as brakes. Failure Modes and Effect Analysis (FMEA) is one of the primary systematic reliability analysis tools. Due to the arising uncertainties and subjectivity, in models such as this one the...

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Veröffentlicht in:Journal of intelligent & fuzzy systems 2022-01, Vol.43 (6), p.6917
Hauptverfasser: Pokorádi, László, Kocak, Sinan, Tóth-Laufer, Edit
Format: Artikel
Sprache:eng
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Zusammenfassung:Reliability and safety have always been the main focus while developing critical automotive systems such as brakes. Failure Modes and Effect Analysis (FMEA) is one of the primary systematic reliability analysis tools. Due to the arising uncertainties and subjectivity, in models such as this one the fuzzy approach is highly popular, i.e., the fuzzy rule-based risk assessment methods can be used to model and depict the subjective opinions of estimators mathematically. In this paper, the authors propose a methodological approach to the implementation of fuzzy rule-based Hierarchical FMEA (H-FMEA), where the membership functions are different depending on the layer. Moreover, the information between each layer is transferred in the form of fuzzy numbers instead of crisp values, in order to further improve the reliability of the system.
ISSN:1064-1246
1875-8967
DOI:10.3233/JIFS-212664