Grey relational analysis coupled with principal component analysis for optimization design of the cutting parameters in high-speed end milling

Journal of Materials Processing Technology

Volumn 209, Issue 8, 2009, Pages 3808-3817

  Lu, H S ^a   Chang, C K ^b   Hwang, N C ^a   Chung, C T ^a  

^a NATIONAL FORMOSA UNIVERSITY   (Taiwan)

^b NATIONAL KAOHSIUNG UNIVERSITY OF APPLIED SCIENCES   (Taiwan)

Author keywords

Grey relational analysis; High speed end milling; Optimization; Principal component analysis

Indexed keywords

AXIAL DEPTH OF CUTS; CUTTING PARAMETERS; CUTTING PERFORMANCE; CUTTING PROCESS; DEPTH OF CUTS; GREY RELATIONAL ANALYSIS; GREY RELATIONAL GRADES; HIGH-SPEED END MILLING; METAL REMOVAL RATES; OPTIMAL COMBINATIONS; OPTIMIZATION DESIGNS; PERFORMANCE CHARACTERISTICS; PERFORMANCE INDEXES; RELATIVE IMPORTANCES; SPINDLE SPEED; TOOL LIVES;

COMMINUTION; CUTTING TOOLS; METAL ANALYSIS; METAL CUTTING; METAL RECOVERY; MILLING (MACHINING); OPTIMIZATION; SPEED; TOOL STEEL;

PRINCIPAL COMPONENT ANALYSIS;

EID: 64249137110     PISSN: 09240136     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jmatprotec.2008.08.030     Document Type: Article

References (26)

1. Chaplin J., Miller J.A., and King R.I. Summary of recent Lockheed research re: high-speed machining. Proceedings of the Ninth North American Manufacturing Research Conference (NAMRC). Pennsylvania, PA, USA (1981) 311-317
2. Deng J. Control problems of grey systems. Syst. Contr. Lett. 5 (1982) 288-294
3. Deng J.L. Introduction to Grey system. J. Grey Syst. 1 1 (1989) 1-24
4. Dewes R.C., and Aspinwall D.K. A review of ultra high speed milling of hardened steels. J. Mater. Process. Technol. 69 (1997) 1-17
5. Destmobes, Y., 1984. Very high speed machining of ferrous and solid composite materials: test campaign results. High Speed Machining, the Winter Annual Meeting of ASME, New Orleans, LA, USA, PED, Vol. 12, pp. 263-289.
6. Fung H.C., and Kang P.C. Multi-response optimization in friction properties of PBT composites using Taguchi method and principal component analysis. J. Mater. Process. Technol. 170 (2005) 602-610
7. Harding M. Get a grip on high speed Machining. Metalworking Prod. 137 6 (1993) 33-34
8. Huang C.Y., Ying K.C., and Tsai X.L. The optimization of stencil printing process for lead free materials. J. Technol. 21 3 (2006) 227-236
9. Hotelling H. Analysis of a complex of statistical variables into principal components. J. Educ. Psychol. 24 (1993) 417-441
10. Jean M.D., and Tsai J.S. Intelligent designs of experiment for multiple characteristics optimizing a small-scale aquaculture environment. J. Technol. 19 4 (2004) 349-357
11. Kramer B.M. On tool materials for high speed machining. J. Eng. Ind. Trans. ASME 109 2 (1984) 87-91
12. Kao P.S., and Hocheng H. Optimization of electrochemical polishing of stainless steel by grey relational analysis. J. Mater. Process. Technol. 140 (2003) 255-259
13. Lewis D.L. Factors for Successful Rotating Tool Operation at Hi-Speeds (1992), SME High Speed Machining Clinic, Oak Brook, IL, USA p. 19
14. Lin J.L., and Lin J.F. Grey theory applied to evaluate the tribological performance of the a-C:H(N) coating films prepared by differing the nitrogen content and the film thickness. Int. J. Adv. Manuf. 27 (2006) 845-853
15. Lin J.L., and Lin C.L. The use of the orthogonal array with grey relational analysis to optimize the electrical discharge machining process with multiple performance characteristics. Int. J. Machine Tools Manuf. 42 (2002) 237-244
16. Liao H.C. Multi-response optimization using weighted principal component. Int. J. Adv. Manuf. Technol. 27 (2006) 720-725
17. Narender Singh P., Raghukandan K., and Pai B.C. Optimization by Grey relational analysis of EDM parameters on machining Al-10% SiCp composites. J. Mater. Process. Technol. 155-156 (2004) 1658-1661
18. Pan L.K., Wang C.C., Wei S.L., and Sher H.F. Optimizing multiple quality characteristics via Taguchi method-based Grey analysis. J. Mater. Process. Technol. 182 (2007) 107-116
19. Peng Z., and Kirk T.B. Wear particle classification in a fuzzy grey system. Wear 225-229 (1999) 1238-1247
20. Pearson K. On lines and planes of closest fit to systems of points in space. Philos. Mag. Series 62 (1901) 559-572
21. Ross P.J. Taguchi Techniques for Quality Engineering (1988), Mc Graw-Hill, New York
22. Su C.T. Quality Engineering (2002), Chinese Society for Quality, Taipei pp. 128
23. Society of British Aerospace Companies Ltd, London, UK, 1992. The repercussions of high speed machining, Study Team Report, pp. 45.
24. Smith G.T. Ultra-high speed machining-the problems associated with spindle design, tooling and machined parts when milling. Proceedings of the Second International Conference on Flexible Automation and Information Management (FAIM). Falls Church, VA, USA (1992) 947-961
25. Tarng Y.S., Juang S.C., and Chang C.H. The use of grey-based Taguchi methods to determine submerged arc welding process parameters in hardfacing. J. Mater. Process. Technol. 128 (2002) 1-6
26. Tong L.I., Wang C.H., and Chen H.C. Optimization of multiple responses using principal component analysis and technique for order preference by similarity to ideal solution. Int. J. Adv. Manuf. 27 (2005) 407-414