IDEAS home Printed from https://ideas.repec.org/a/spr/ijsaem/v13y2022i4d10.1007_s13198-022-01620-6.html
   My bibliography  Save this article

FMECA using fuzzy logic and grey theory: a comparitve case study applied to ammonia storage facility

Author

Listed:
  • K. R. Aswin

    (Cochin University of Science and Technology)

  • V. R. Renjith

    (Cochin University of Science and Technology)

  • K. R. Akshay

    (Cochin University of Science and Technology)

Abstract

Failure Mode Effect and Criticality Analysis (FMECA) is an effective and widely used tool in process industries to manage safety and reliability. FMECA is performed by developing a Risk Priority Number (RPN) for each failure mode which is identified using risk evaluation techniques. The Risk Priority Number is obtained by simple multiplication of the corresponding ranks of risk factors such as Occurrence, Severity and Non-Detection. The technique of ranking failure modes using conventional RPN has several drawbacks. Many researchers have questioned the reliability of traditional FMEA and the use of conventional risk priority number (RPN). To minimize the drawbacks and improve the reliability of risk assessment, advanced methods of FMEA such as Fuzzy-FMECA was introduced. The objective of this research is to propose a method for better decision making and developing the maintenance strategies for complex systems by comparing the results of Fuzzy-FMECA and grey theory. In this analysis, failure modes are identified and the fuzzy logic is used to prioritize them using linguistic terms and an if–then rule based system in Matlab fuzzy toolbox. Grey theory is applied to determine the degree of relation of each failure modes and ranking the failure modes according to the priority. The results obtained using conventional RPN, fuzzy RPN and grey theory based RPN is compared. To demonstrate the application of the proposed method, a case study of atmospheric ammonia storage tank is used. The proposed approach effectively reduces the drawbacks of traditional risk priority number method and adapts flexibility to real world situations.

Suggested Citation

  • K. R. Aswin & V. R. Renjith & K. R. Akshay, 2022. "FMECA using fuzzy logic and grey theory: a comparitve case study applied to ammonia storage facility," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 13(4), pages 2084-2103, August.
  • Handle: RePEc:spr:ijsaem:v:13:y:2022:i:4:d:10.1007_s13198-022-01620-6
    DOI: 10.1007/s13198-022-01620-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13198-022-01620-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s13198-022-01620-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Athakorn Kengpol & Sopida Tuammee, 2016. "The development of a decision support framework for a quantitative risk assessment in multimodal green logistics: an empirical study," International Journal of Production Research, Taylor & Francis Journals, vol. 54(4), pages 1020-1038, February.
    2. Seyed-Hosseini, S.M. & Safaei, N. & Asgharpour, M.J., 2006. "Reprioritization of failures in a system failure mode and effects analysis by decision making trial and evaluation laboratory technique," Reliability Engineering and System Safety, Elsevier, vol. 91(8), pages 872-881.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Heng Zhang & Yaya Chen & Jingyu Cong & Junxiao Liu & Zhifu Zhang & Xirui Zhang, 2023. "Reliability Study of an Intelligent Profiling Progressive Automatic Glue Cutter Based on the Improved FMECA Method," Agriculture, MDPI, vol. 13(8), pages 1-17, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Certa, Antonella & Hopps, Fabrizio & Inghilleri, Roberta & La Fata, Concetta Manuela, 2017. "A Dempster-Shafer Theory-based approach to the Failure Mode, Effects and Criticality Analysis (FMECA) under epistemic uncertainty: application to the propulsion system of a fishing vessel," Reliability Engineering and System Safety, Elsevier, vol. 159(C), pages 69-79.
    2. Sirirat Sae Lim & Hong Ngoc Nguyen & Chia-Li Lin, 2022. "Exploring the Development Strategies of Science Parks Using the Hybrid MCDM Approach," Sustainability, MDPI, vol. 14(7), pages 1-29, April.
    3. Wang, Qun & Jia, Guozhu & Song, Wenyan, 2022. "Identifying critical factors in systems with interrelated components: A method considering heterogeneous influence and strength attenuation," European Journal of Operational Research, Elsevier, vol. 303(1), pages 456-470.
    4. Rui Ren & Wanjie Hu & Jianjun Dong & Bo Sun & Yicun Chen & Zhilong Chen, 2019. "A Systematic Literature Review of Green and Sustainable Logistics: Bibliometric Analysis, Research Trend and Knowledge Taxonomy," IJERPH, MDPI, vol. 17(1), pages 1-25, December.
    5. Nikoleta Mikušová & Gabriel Fedorko & Vieroslav Molnár & Martina Hlatká & Rudolf Kampf & Veronika Sirková, 2021. "Possibility of a Solution of the Sustainability of Transport and Mobility with the Application of Discrete Computer Simulation—A Case Study," Sustainability, MDPI, vol. 13(17), pages 1-24, September.
    6. Yung-Chi Shen, 2017. "Identifying the key barriers and their interrelationships impeding the university technology transfer in Taiwan: a multi-stakeholder perspective," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(6), pages 2865-2884, November.
    7. Huang, Jia & You, Jian-Xin & Liu, Hu-Chen & Song, Ming-Shun, 2020. "Failure mode and effect analysis improvement: A systematic literature review and future research agenda," Reliability Engineering and System Safety, Elsevier, vol. 199(C).
    8. Bongo, Miriam F. & Ocampo, Lanndon A., 2017. "A hybrid fuzzy MCDM approach for mitigating airport congestion: A case in Ninoy Aquino International Airport," Journal of Air Transport Management, Elsevier, vol. 63(C), pages 1-16.
    9. Lee, Kuen-Chang & Tsai, Wen-Hsien & Yang, Chih-Hao & Lin, Ya-Zhi, 2018. "An MCDM approach for selecting green aviation fleet program management strategies under multi-resource limitations," Journal of Air Transport Management, Elsevier, vol. 68(C), pages 76-85.
    10. Ferenc Bognár & Petra Benedek, 2021. "Case Study on a Potential Application of Failure Mode and Effects Analysis in Assessing Compliance Risks," Risks, MDPI, vol. 9(9), pages 1-16, September.
    11. Jung-Jung Chang & Chia-Li Lin, 2023. "Determining the Sustainable Development Strategies and Adoption Paths for Public Bike-Sharing Service Systems (PBSSSs) under Various Users’ Considerations," Mathematics, MDPI, vol. 11(5), pages 1-30, February.
    12. Faghih-Roohi, Shahrzad & Akcay, Alp & Zhang, Yingqian & Shekarian, Ehsan & de Jong, Eelco, 2020. "A group risk assessment approach for the selection of pharmaceutical product shipping lanes," International Journal of Production Economics, Elsevier, vol. 229(C).
    13. W-H Tsai & W-C Chou & W Hsu, 2009. "The sustainability balanced scorecard as a framework for selecting socially responsible investment: an effective MCDM model," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(10), pages 1396-1410, October.
    14. Carmignani, Gionata, 2009. "An integrated structural framework to cost-based FMECA: The priority-cost FMECA," Reliability Engineering and System Safety, Elsevier, vol. 94(4), pages 861-871.
    15. Jianghong Zhu & Bin Shuai & Rui Wang & Kwai-Sang Chin, 2019. "Risk Assessment for Failure Mode and Effects Analysis Using the Bonferroni Mean and TODIM Method," Mathematics, MDPI, vol. 7(6), pages 1-17, June.
    16. Jung-Jung Chang & Chia-Li Lin, 2022. "Establishing Urban Revitalization and Regional Development Strategies with Consideration of Urban Stakeholders Based on the ISA-NRM Approach," Sustainability, MDPI, vol. 14(12), pages 1-28, June.
    17. Wu, Yunna & Liu, Fangtong & Wu, Junhao & He, Jiaming & Xu, Minjia & Zhou, Jianli, 2022. "Barrier identification and analysis framework to the development of offshore wind-to-hydrogen projects," Energy, Elsevier, vol. 239(PB).
    18. Chia-Li Lin, 2022. "Evaluating the urban sustainable development strategies and common suited paths considering various stakeholders," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(12), pages 14033-14073, December.
    19. Jung-Jung Chang & Ruey-Feng Chen & Chia-Li Lin, 2022. "Exploring the Driving Factors of Urban Music Festival Tourism and Service Development Strategies Using the Modified SIA-NRM Approach," Sustainability, MDPI, vol. 14(12), pages 1-27, June.
    20. Guoquan Zhang & Guohao Li & Jing Peng, 2020. "Risk Assessment and Monitoring of Green Logistics for Fresh Produce Based on a Support Vector Machine," Sustainability, MDPI, vol. 12(18), pages 1-20, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:ijsaem:v:13:y:2022:i:4:d:10.1007_s13198-022-01620-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.