TY - JOUR
T1 - Enhanced FMEA
T2 - An integrative approach of fuzzy logic-based FMEA and collective process capability analysis
AU - Geramian, Arash
AU - Shahin, Arash
AU - Minaei, Behzad
AU - Antony, Jiju
N1 - Publisher Copyright:
© 2019, © 2019 Operational Research Society.
PY - 2020/5/3
Y1 - 2020/5/3
N2 - The aim of this study is to modify and enhance the quantitative/mathematical features of both computational and analytical aspects of the process failure modes and effects analysis (FMEA). For this purpose, a hybrid approach including the Fuzzy Logic-based FMEA (FFMEA) and collective process capability analysis (CPCA) has been developed in three phases. First, failure modes have been defined based on lack of quality in quality characteristics under investigation, and then, they have been prioritised using FFMEA. Second, the most critical failure has been selected for statistical analysis using CPCA, leading to the corrective actions in the third phase. The proposed approach was investigated in an electrical-equipment-manufacturing company. Findings indicated that the diameter deviation in Insulator A was the most critical failure effect caused by a rightward mean shift of 0.32 cm. In addition, Cpk has been improved from 0.41 to 1.12, and defective products have been reduced from 115,083.09 to 336.98 parts per million.
AB - The aim of this study is to modify and enhance the quantitative/mathematical features of both computational and analytical aspects of the process failure modes and effects analysis (FMEA). For this purpose, a hybrid approach including the Fuzzy Logic-based FMEA (FFMEA) and collective process capability analysis (CPCA) has been developed in three phases. First, failure modes have been defined based on lack of quality in quality characteristics under investigation, and then, they have been prioritised using FFMEA. Second, the most critical failure has been selected for statistical analysis using CPCA, leading to the corrective actions in the third phase. The proposed approach was investigated in an electrical-equipment-manufacturing company. Findings indicated that the diameter deviation in Insulator A was the most critical failure effect caused by a rightward mean shift of 0.32 cm. In addition, Cpk has been improved from 0.41 to 1.12, and defective products have been reduced from 115,083.09 to 336.98 parts per million.
KW - quality improvement; Six Sigma; Fuzzy Inference System (FIS); Fuzzy FMEA; process capability; Voice of Customer (VOC)
UR - https://www.scopus.com/pages/publications/85067548565
U2 - 10.1080/01605682.2019.1606986
DO - 10.1080/01605682.2019.1606986
M3 - Article
AN - SCOPUS:85067548565
SN - 0160-5682
VL - 71
SP - 800
EP - 812
JO - Journal of the Operational Research Society
JF - Journal of the Operational Research Society
IS - 5
ER -