Abstract
This chapter provides a novel risk priority method for FMEA, which can overcome some inherent drawbacks of the traditional FMEA in risk evaluation, risk factor weighting, and RPN computation. Considering experts’ vagueness and uncertainty in their evaluations on failure modes, 2-dimensional uncertain linguistic variables (2DULVs) are advised to describe the risk evaluation of failure modes and the reliability of the evaluation results. The grey relational analysis technique for order preference by similarity to ideal solution (GRA-TOPSIS) is applied for determining the risk ranking of the identified failure modes. In particular, a maximizing deviation method is employed for calculating the optimal weights of risk factors in an objective way. Via a practical risk analysis case of endotracheal tube (ETT) suctioning, the new FMEA is proved to be appropriate and effective in coping with the risk evaluation problems with uncertain linguistic information. Furthermore, by comparing with existing methods, it is shown that the proposed integrated method excels in the risk evaluation and prioritization of failure modes in FMEA.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Bian T, Zheng H, Yin L, Deng Y (2018) Failure mode and effects analysis based on D numbers and TOPSIS. Qual Reliab Eng Int 34(4):501–515
Braglia M, Frosolini M, Montanari R (2003) Fuzzy TOPSIS approach for failure mode, effects and criticality analysis. Qual Reliab Eng Int 19(5):425–443
Carpitella S, Certa A, Izquierdo J, La Fata CM (2018) A combined multi-criteria approach to support FMECA analyses: a real-world case. Reliab Eng Syst Saf 169:394–402
Certa A, Enea M, Galante GM, La Fata CM (2017) ELECTRE TRI-based approach to the failure modes classification on the basis of risk parameters: an alternative to the risk priority number. Comput Ind Eng 108:100–110
Chang CL, Wei CC, Lee YH (1999) Failure mode and effects analysis using fuzzy method and grey theory. Kybernetes 28(9):1072–1080
Chu Y, Liu P (2015) Some two-dimensional uncertain linguistic Heronian mean operators and their application in multiple-attribute decision making. Neural Comput Appl 26(6):1461–1480
Deng JL (1989) Introduction to gray system theory. J Grey Syst 1(1):1–24
Ding XF, Liu HC (2018) A 2-dimension uncertain linguistic DEMATEL method for identifying critical success factors in emergency management. Appl Soft Comput 71:386–395
Herrera F, MartĂnez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8(6):746–752
Hu YP, You XY, Wang L, Liu HC (2018) An integrated approach for failure mode and effect analysis based on uncertain linguistic GRA–TOPSIS method. Soft Comput. https://doi.org/10.1007/s00500-018-3480-7
Huang J, Li Z, Liu HC (2017) New approach for failure mode and effect analysis using linguistic distribution assessments and TODIM method. Reliab Eng Syst Saf 167:302–309
Hwang CL, Yoon K (1981) Multiple attributes decision making methods and applications. Springer-Verlag, Berlin
Kirubakaran B, Ilangkumaran M (2016) Selection of optimum maintenance strategy based on FAHP integrated with GRA–TOPSIS. Ann Oper Res 245(1–2):285–313
Kutlu AC, Ekmekçioğlu M (2012) Fuzzy failure modes and effects analysis by using fuzzy TOPSIS-based fuzzy AHP. Expert Syst Appl 39(1):61–67
Liu P (2012) An approach to group decision making based on 2-dimension uncertain linguistic information. Technological and Economic Development of Economy 18(3):424–437
Liu HC (2016) FMEA using uncertainty theories and MCDM methods. Springer, Singapore
Liu P, Teng F (2018) Multiple attribute decision-making method based on 2-dimension uncertain linguistic density generalized hybrid weighted averaging operator. Soft Comput 22(3):797–810
Liu P, Yu X (2014) 2-Dimension uncertain linguistic power generalized weighted aggregation operator and its application in multiple attribute group decision making. Knowl-Based Syst 57:69–80
Liu HC, Liu L, Bian QH, Lin QL, Dong N, Xu PC (2011) Failure mode and effects analysis using fuzzy evidential reasoning approach and grey theory. Expert Syst Appl 38(4):4403–4415
Liu HC, You JX, Fan XJ, Lin QL (2014) Failure mode and effects analysis using D numbers and grey relational projection method. Expert Syst Appl 41(10):4670–4679
Liu HC, Li P, You JX, Chen YZ (2015a) A novel approach for FMEA: Combination of interval 2-tuple linguistic variables and grey relational analysis. Qual Reliab Eng Int 31(5):761–772
Liu HC, You JX, Shan MM, Shao LN (2015b) Failure mode and effects analysis using intuitionistic fuzzy hybrid TOPSIS approach. Soft Comput 19(4):1085–1098
Liu HC, You JX, Li P, Su Q (2016) Failure mode and effect analysis under uncertainty: an integrated multiple criteria decision making approach. IEEE Trans Reliab 65(3):1380–1392
Liu HC, Wang LE, You XY, Wu SM (2018a) Failure mode and effect analysis with extended grey relational analysis method in cloud setting. Total Qual Manag & Bus Excel. https://doi.org/10.1080/14783363.2017.1337506
Liu HC, You JX, Shan MM, Su Q (2018b) Systematic failure mode and effect analysis using a hybrid multiple criteria decision-making approach. Total Qual Manag & Bus Excel. https://doi.org/10.1080/14783363.2017.1317585
Liu HC, You XY, Tsung F, Ji P (2018c) An improved approach for failure mode and effect analysis involving large group of experts: an application to the healthcare field. Qual Eng. https://doi.org/10.1080/08982112.2018.1448089
Liu HC, You JX, Duan CY (2019) An integrated approach for failure mode and effect analysis under interval-valued intuitionistic fuzzy environment. Int J Prod Econ 207:163–172
Maraş GB, Güler EK, Eşer İ, Köse Ş (2017) Knowledge and practice of intensive care nurses for endotracheal suctioning in a teaching hospital in western Turkey. Intensive Crit Care Nurs 39:45–54
Nie RX, Tian ZP, Wang XK, Wang JQ, Wang TL (2018) Risk evaluation by FMEA of supercritical water gasification system using multi-granular linguistic distribution assessment. Knowl-Based Syst 162:185–201
Pancholi N, Bhatt M (2018) FMECA-based maintenance planning through COPRAS-G and PSI. J Qual Maint Eng 24(2):224–243
Pillay A, Wang J (2003) Modified failure mode and effects analysis using approximate reasoning. Reliab Eng Syst Saf 79(1):69–85
Sakthivel G, Ilangkumaran M, Nagarajan G, Priyadharshini GV, Dinesh Kumar S, Satish Kumar S, Suresh KS, Thirumalai Selvan G, Thilakavel T (2014) Multi-criteria decision modelling approach for biodiesel blend selection based on GRA-TOPSIS analysis. Int J Ambient Energy 35(3):139–154
Shi H, Quan MY, Liu HC, Duan CY (2018) A novel integrated approach for green supplier selection with interval-valued intuitionistic uncertain linguistic information: a case study in the agri-food industry. Sustainability 10(3):733
Song W, Ming X, Wu Z, Zhu B (2013) Failure modes and effects analysis using integrated weight-based fuzzy TOPSIS. Int J Comput Integr Manuf 26(12):1172–1186
Song W, Ming X, Wu Z, Zhu B (2014) A rough TOPSIS approach for failure mode and effects analysis in uncertain environments. Qual Reliab Eng Int 30(4):473–486
Tian ZP, Wang JQ, Zhang HY (2018) An integrated approach for failure mode and effects analysis based on fuzzy best-worst, relative entropy, and VIKOR methods. Appl Soft Comput 72:636–646
Vázquez-Valencia A, Santiago-Sáez A, Perea-Pérez B, Labao-González E, Albarrán-Juan ME (2017) Utility of failure mode and effect analysis to improve safety in suctioning by orotracheal tube. J PeriAnesthesia Nurs 32(1):28–37
Wang YM, Chin KS, Poon GKK, Yang JB (2009) Risk evaluation in failure mode and effects analysis using fuzzy weighted geometric mean. Expert Syst Appl 36(2):1195–1207
Wang Z, Gao JM, Wang RX, Chen K, Gao ZY, Zheng W (2018) Failure mode and effects analysis by using the house of reliability-based rough VIKOR approach. IEEE Trans Reliab 67(1):230–248
Wei GW (2011) Grey relational analysis method for 2-tuple linguistic multiple attribute group decision making with incomplete weight information. Expert Syst Appl 38(5):4824–4828
Wu Y, Liu L, Gao J, Chu H, Xu C (2017) An extended VIKOR-based approach for pumped hydro energy storage plant site selection with heterogeneous information. Information 8(3)
Xu ZS (2006) An approach based on the uncertain LOWG and induced uncertain LOWG operators to group decision making with uncertain multiplicative linguistic preference relations. Decis Support Syst 41(2):488–499
Xue YX, You JX, Lai XD, Liu HC (2016) An interval-valued intuitionistic fuzzy MABAC approach for material selection with incomplete weight information. Appl Soft Comput 38:703–713
Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning–I. Inf Sci 8(3):199–249
Zhao H, You JX, Liu HC (2017) Failure mode and effect analysis using MULTIMOORA method with continuous weighted entropy under interval-valued intuitionistic fuzzy environment. Soft Comput 21(18):5355–5367
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2019 Springer Nature Singapore Pte Ltd.
About this chapter
Cite this chapter
Liu, HC. (2019). FMEA Using Uncertain Linguistic GRA-TOPSIS and Its Application to Endotracheal Suctioning. In: Improved FMEA Methods for Proactive Healthcare Risk Analysis. Springer, Singapore. https://doi.org/10.1007/978-981-13-6366-5_8
Download citation
DOI: https://doi.org/10.1007/978-981-13-6366-5_8
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-13-6365-8
Online ISBN: 978-981-13-6366-5
eBook Packages: EngineeringEngineering (R0)