A risk evaluation and prioritization method for FMEA with prospect theory and Choquet integral. (December 2018)
- Record Type:
- Journal Article
- Title:
- A risk evaluation and prioritization method for FMEA with prospect theory and Choquet integral. (December 2018)
- Main Title:
- A risk evaluation and prioritization method for FMEA with prospect theory and Choquet integral
- Authors:
- Wang, Weizhong
Liu, Xinwang
Qin, Yong
Fu, Yong - Abstract:
- Highlights: A new risk assessment method in FMEA is proposed with prospect theory and fuzzy set. The Choquet integral is used to model interdependence among risk factors. A new fuzzy number ranking method is used to determine risk priority of failure mode. Comparisons with other FMEA methods is done to verify validity of the proposed FMEA. Abstract: Failure modes and effect analysis (FMEA) as one of the most effective risk analysis methods, has been widely adopted in various fields to improve the security and reliability of systems. The risk evaluation and prioritization of failure mode is an important issue in FMEA approach, which can be regarded as a MCDM (multi-criteria decision making) problem. Different researches indicate that the decision maker's psychological behavior and interaction relationships among risk factors have a major impact on this process. Nevertheless, such influence is neglected in the existing literature on FMEA approach. In this paper, a new approach considering decision maker's psychological behavior and interaction relationships among risk factors simultaneously is developed to solve the risk evaluation and prioritization in FMEA method. First, to consider the FMEA team member's psychological behavior in the risk evaluation in FMEA approach, the prospect theory is adopted to determine risk evaluation of risk factors. Second, with regard to the interaction relationships among risk factors, the fuzzy measure and Choquet integral are used to aggregateHighlights: A new risk assessment method in FMEA is proposed with prospect theory and fuzzy set. The Choquet integral is used to model interdependence among risk factors. A new fuzzy number ranking method is used to determine risk priority of failure mode. Comparisons with other FMEA methods is done to verify validity of the proposed FMEA. Abstract: Failure modes and effect analysis (FMEA) as one of the most effective risk analysis methods, has been widely adopted in various fields to improve the security and reliability of systems. The risk evaluation and prioritization of failure mode is an important issue in FMEA approach, which can be regarded as a MCDM (multi-criteria decision making) problem. Different researches indicate that the decision maker's psychological behavior and interaction relationships among risk factors have a major impact on this process. Nevertheless, such influence is neglected in the existing literature on FMEA approach. In this paper, a new approach considering decision maker's psychological behavior and interaction relationships among risk factors simultaneously is developed to solve the risk evaluation and prioritization in FMEA method. First, to consider the FMEA team member's psychological behavior in the risk evaluation in FMEA approach, the prospect theory is adopted to determine risk evaluation of risk factors. Second, with regard to the interaction relationships among risk factors, the fuzzy measure and Choquet integral are used to aggregate the prospect value of failure modes on each risk factors. After calculating prospect value of each failure mode, the entropy weighting method is employed to obtain the overall risk priority number (RPN) associated with each failure mode, and the relative preference relation is introduced for failure mode's prioritization. Finally, an illustrative case of aircraft landing system is selected to demonstrate the application and feasibility of the proposed hybrid FMEA method, and a comparison study is also performed to validate the effectiveness of the novel FMEA model. … (more)
- Is Part Of:
- Safety science. Volume 110(2018)Part A
- Journal:
- Safety science
- Issue:
- Volume 110(2018)Part A
- Issue Display:
- Volume 110, Issue 1 (2018)
- Year:
- 2018
- Volume:
- 110
- Issue:
- 1
- Issue Sort Value:
- 2018-0110-0001-0000
- Page Start:
- 152
- Page End:
- 163
- Publication Date:
- 2018-12
- Subjects:
- Prospect theory -- Risk assessment -- Risk preference -- Choquet integral -- FMEA
Industrial accidents -- Periodicals
Accident Prevention -- Periodicals
Safety -- Periodicals
Travail -- Accidents -- Périodiques
363.11 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09257535 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/safety-science/ ↗ - DOI:
- 10.1016/j.ssci.2018.08.009 ↗
- Languages:
- English
- ISSNs:
- 0925-7535
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8069.124900
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 20978.xml