Modified multivariate process capability index using principal component analysis

Chinese Journal of Mechanical Engineering (English Edition)

Volumn 27, Issue 2, 2014, Pages 249-259

  Zhang, Min ^a   Wang, G Alan ^b   He, Shuguang ^a   He, Zhen ^a  

^a TIANJIN UNIVERSITY   (China)

^b VIRGINIA POLYTECHNIC INSTITUTE AND STATE UNIVERSITY   (United States)

Author keywords

Confidence interval; Multivariate; Principal component analysis; Process capability index; Specification region

Indexed keywords

COMPREHENSIVE EVALUATION; CONFIDENCE INTERVAL; MULTIPLE QUALITY CHARACTERISTICS; MULTIVARIATE; MULTIVARIATE PROCESS CAPABILITY INDEX; PROCESS CAPABILITY INDICES; PRODUCTION CAPABILITIES; UNIVARIATE PROCESS CAPABILITY INDICES;

FINANCIAL DATA PROCESSING; INDUSTRIAL ENGINEERING; PRINCIPAL COMPONENT ANALYSIS; RESEARCH;

PROCESS CONTROL;

EID: 84897850527     PISSN: 10009345     EISSN: None     Source Type: Journal    
DOI: 10.3901/CJME.2014.02.249     Document Type: Article

References (27)

1. JURAN E D. Juran' Quality Control Handbook[M]. New York: McGraw-Hill, 1974.
2. KOTZ S, JOHNSON N L. Process Capability Indices[M]. London: Chapman & Hall, 1993.
3. WU C W, PEARN W L, KOTZ S. An overview of theory and practice on process capability indices for quality assurance[J]. International Journal of Production Economics, 2009, 117(2): 338-359.
4. YUM B J, KIM K W. A bibliography of the literature on process capability indices: 2000-2009[J]. Quality and Reliability Engineering International, 2011, 27(3): 251-268.
5. WANG Meng, SUN Shudong. Optimized kernel space based algorithm for quality data analysis[J]. Journal of Mechanical Engineering, 2012, 48(22): 182-188. (in Chinese)
6. Lü Shengping, QIAO Lihong, LIU Wei. Formalized and semantic modeling of manufacturing process data[J]. Journal of Mechanical Engineering, 2012, 48(10): 184-191.(in Chinese)
7. FOSTER E J, BARTON R R, GAUTAM N, et al. The process-oriented multivariate capability index[J]. International Journal of Production Research, 2005, 43(10): 2135-2148.
8. ABBASI B, NIAKI S. Estimating process capability indices of multivariate nonnormal processes[J]. International Journal of Advanced Manufacturing Technology, 2010, 50(8): 823-830.
9. GONZALEZ I, SANCHEZ I. Capability indices and nonconforming proportion in univariate and multivariate processes[J]. International Journal of Advanced Manufacturing Technology, 2009, 44(9): 1036-1050.
10. YEN C H, PEARN W L. Select better suppliers based on manufacturing precision for processes with multivariate data[J]. International Journal of Production Research, 2009, 47(11): 2961-2974.
11. RANJAN C, MAITI J. An approach to build process-oriented basis for causation-based multivariate SPC and process capability analysis[J]. Quality and Reliability Engineering International, 2012, Online available, DOI:10.1002/qre.1475.
12. SINGH R. Process capability of ultrasonic machining for titanium alloys[J]. International Journal of Materials Engineering Innovation, 2011, 2(4): 310-324.
13. DENG Yuhao, ZHU Haiping, ZHANG Guojun, et al. Optimal tool replacement decision method based on cost and process capability[J]. Mechanical Engineering and Technology Advances in Intelligent and Soft Computing, 2012, 125(1): 9-14.
14. AHMAD S, ABODOOAHIAN M, ZEEPHONGSEKUL P, et al. Multivariate nonnormal process capability analysis[J]. International Journal of Advanced Manufacturing Technology, 2009, 44(8): 757-765.
15. WANG F K. Quality evaluation of a manufactured product with multiple characteristics[J]. Quality and Reliability Engineering International, 2006, 22(2): 225-236.
16. PEARN W L, WANG F K, YEN C H. Measuring production yield for processes with multiple quality characteristics[J]. International Journal of Production Research, 2006, 44(21): 4649-4661.
17. PAN J N, LEE C Y. New capability indices for evaluating the performance of multivariate manufacturing processes[J]. Quality and Reliability Engineering International, 2010, 26(1): 3-15.
18. ZHOU Chi, DENG Fumin. Solution method of multivariate process capability indices based on rough set and quartile method[J]. Industrial Engineering Journal, 2011, 14(4): 78-81.
19. TANO I, VANNMAN K. A multivariate process capability index based on the first principal component only[J]. Quality and Reliability Engineering International, 2012, Online available, DOI:10.1002/qre.1451.
20. PERAKIS M, XEKALAKI E. On the implementation of the principal component analysis-based approach in measuring process capability[J]. Quality and Reliability Engineering International, 2012, 28(4): 467-480.
21. WANG F K, CHEN J C. Capability index using principal component analysis[J]. Quality Engineering, 1998, 11(1): 21-27.
22. WANG F K, Du T C T. Using principal component analysis in process performance for multivariate data[J]. Omega, 2000, 28(2): 185-194.
23. SHINDE R L, KHADSE K G. Multivariate process capability using principal component analysis[J]. Quality and Reliability Engineering International, 2009, 25(1): 69-77.
24. TAAM W, SUBBAIAH P. A note on multivariate capability indices[J]. Journal of Applied Statistics, 1993, 20(3): 339-351.
25. PEARN W L, WANG F K, YEN C H. Multivariate capability indices: distributional and inferential properties[J]. Journal of Applied Statistics, 2007, 34(8): 941-962.
26. JOLLIFFE I T. Principal Component Analysis[M]. New York: Springer, 2002.
27. ANDREWS D F, GNANADESIKAN R, WARNER J L. Transformations of multivariate data[J]. Biometrics, 1971, 27(4): 825-840.