A novel efficient approach for DFMEA combining 2-tuple and the OWA operator

被引:109
作者
Chang, Kuei-Hu [1 ]
Wen, Ta-Chun [2 ]
机构
[1] ROC Mil Acad, Dept Management Sci, Kaohsiung 830, Taiwan
[2] Natl Chiao Tung Univ, Dept Ind Engn & Management, Hsinchu 300, Taiwan
关键词
Design Failure Mode and Effects Analysis; Risk priority number; Risk assessment; Linguistic ordered weighted averaging; LINGUISTIC REPRESENTATION MODEL; FAILURE MODE;
D O I
10.1016/j.eswa.2009.07.026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Design Failure Mode and Effect Analysis (DFMEA) is the application of the Failure Mode and Effects Analysis (FMEA) method specifically to product design. DFMEA is not only an important risk assessment technique but also a major task for enterprises in implementing production management. The purpose is to ensure that the product can achieve its designed functions under specific operating conditions. Most current DFMEA methods use the Risk Priority Number (RPN) value to evaluate the risk of failure. However, conventional RPN methodology has the serious problem of measurement scales and loses some valued information, which experts have to provide. In order to improve the method of RPN evaluation, this paper proposes a novel technique, combining 2-tuple and the Ordered Weighted Averaging (OWA) operator for prioritization of failures in a product DFMEA. A case of the Color Super Twisted Nematic (CSTN) that has been drawn from a midsized manufacturing factory is presented to further illustrate the proposed approach. After comparing the result that was obtained from the proposed method with the other two listed approaches, it was found that the proposed approach can effectively solve the problem of measurement scales and has not lost any expert to provide the useful information. As a result, stability of the product and process can be assured. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2362 / 2370
页数:9
相关论文
共 17 条
[1]  
[Anonymous], 1988, POT FAIL MOD EFF AN
[2]   FUZZY-LOGIC PRIORITIZATION OF FAILURES IN A SYSTEM FAILURE MODE, EFFECTS AND CRITICALITY ANALYSIS [J].
BOWLES, JB ;
PELAEZ, CE .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 1995, 50 (02) :203-213
[3]   Reliability assessment of an aircraft propulsion system using IFS and OWA tree [J].
Chang, K. -H. ;
Cheng, C. -H. ;
Chang, Y. -C. .
ENGINEERING OPTIMIZATION, 2008, 40 (10) :907-921
[4]   A communication model based on the 2-tuple fuzzy linguistic representation for a distributed intelligent agent system on Internet [J].
M. Delgado ;
F. Herrera ;
E. Herrera-Viedma ;
M. J. Martin-Bautista ;
L. Martínez ;
M. A. Vila .
Soft Computing, 2002, 6 (5) :320-328
[5]   An analytic approach for obtaining maximal entropy OWA operator weights [J].
Fullér, R ;
Majlender, P .
FUZZY SETS AND SYSTEMS, 2001, 124 (01) :53-57
[6]   An approach for combining linguistic and numerical information based on the 2-tuple fuzzy linguistic representation model in decision-making [J].
Herrera, F ;
Martinez, L .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2000, 8 (05) :539-562
[7]   A model of consensus in group decision making under linguistic assessments [J].
Herrera, F ;
Herrera-Viedma, E ;
Verdegay, JL .
FUZZY SETS AND SYSTEMS, 1996, 78 (01) :73-87
[8]   A 2-tuple fuzzy linguistic representation model for computing with words [J].
Herrera, F ;
Martínez, L .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (06) :746-752
[9]   Sensory evaluation based on linguistic decision analysis [J].
Martinez, L. .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2007, 44 (02) :148-164
[10]   Which is the correct statistical test to use? [J].
McCrum-Gardner, Evie .
BRITISH JOURNAL OF ORAL & MAXILLOFACIAL SURGERY, 2008, 46 (01) :38-41