Online multi-response assessment using Taguchi and artificial neural network

International Journal of Manufacturing Research

Volumn 5, Issue 3, 2010, Pages 305-326

  Panda, S S ^a   Mahapatra, S S ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY PATNA   (India)

^b NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Artificial neural network; Design of experiment; DOE; Drilling; Factorial setting; Grey Taguchi

Indexed keywords

DESIGN OF EXPERIMENTS; DRILLING; DRILLS; INFILL DRILLING; NEURAL NETWORKS; SURFACE ROUGHNESS; TAGUCHI METHODS; WEAR OF MATERIALS;

BACK-PROPAGATION NEURAL NETWORKS; DRILLED HOLES; ENGINEERING PROBLEMS; GREY-BASED TAGUCHI METHOD; INPUT PARAMETER; MULTIRESPONSE; OPTIMISATION PROBLEMS; ORTHOGONAL ARRAY;

BACKPROPAGATION;

EID: 77953156976     PISSN: 17500591     EISSN: 17500605     Source Type: Journal    
DOI: 10.1504/IJMR.2010.033469     Document Type: Article

References (39)

1. Azouzi, R. and Guillot, M. (1998) 'On-line optimization of the turning using an inverse process neuro-controller', Transactions of ASME, Journal of Manufacturing Science and Engineering, Vol. 120, pp. 101-107.
2. Azouzit, R. and Guillot, M. (1997) 'On-line prediction of surface roughness and dimensional deviation using neural network based sensor fusion', International Journal of Machine Tools and Manufacture, Vol. 37, No. 9, pp. 1201-1217.
3. Bonifacio, M. E. R. and Dinz, A. E. (1994) 'Correlating tool wear, tool life, surface roughness and tool vibration in finish turning with coated carbide tools', Wear, Vol. 173, pp. 137-144.
4. Chang, W. C., Wen, K. L., Chen, H. S. and Chang, T. C. (2000) 'The selection model of pavement material via grey relational grade', Proceeding of the IEEE International Conference on Systems, Man, and Cybernetics, 8-11 October, Nashville, TN, USA, Vol. 5, pp. 3388-3391.
5. Chang, W. C., Wen, K. L., Chen, H. S. and Chang, T. C. (2000) 'The selection model of pavement material via grey relational grade', Proceeding of the IEEE International Conference on Systems, Man, and Cybernetics, Vol. 5, 8-11 October, Nashville, TN, USA, pp. 3388-3391.
6. Chen, D. C. and Chen, C. F. (2007) 'Use of Taguchi method to study a robust design for the sectioned beams curvature during rolling', Journal of Material Processing Technology, Vol. 190, pp. 130-137.
7. Chern, G. L. and Liang, J. M. (2007) 'Study on boring and drilling with vibration cutting', International Journal of Machine Tools and Manufacture, Vol. 47, pp. 133-140.
8. Chiang, K. T. and Chang, F. P. (2006) 'Optimization of the WEDM process of particle-reinforced material with multiple performance characteristics using grey relational analysis', Journal of Material Processing Technology, Vol. 108, pp. 96-101.
9. Choudhury, S. K. and Bartarya, G. (2003) 'Role of temperature and surface finish in predicting tool wear using neural network and design of experiments', International Journal of Machine Tools and Manufacture, Vol. 43, pp. 747-753.
10. Das, S., Chattopadhyay, A. B. and Murthy, A. S. R. (1996) 'Force parameter for on-line tool wear estimation: a neural network approach', Neural Network, Vol. 9, No. 9, pp. 1639-1645.
11. Deng, J. (1982) 'Control problem of grey systems', Systems and Control Letters, Vol. 1, No. 5, pp. 288-294.
12. Deng, J. (1989) 'Introduction to grey system theory', The Journal of Grey System, Vol. 1, pp. 1-24.
13. El-Wardany, T. I., Gao, D. and Elbestawi, M. A. (1996) 'Tool condition monitoring in drilling using vibration signature analysis', International Journal of Machine Tools and Manufacture, Vol. 36, No. 6, pp. 687-711.
14. Fung, C. P. (2003) 'Manufacturing process optimization for wear property of fiber-reinforced polybutylene terephthalate composites with grey relational analysis', Wear, Vol. 254, pp. 298-306.
15. Fung, C. P. and Kang, P. C. (2005) 'Multi-response optimization in friction properties of PBT composites using Taguchi method and principle component analysis', Journal of Material Processing Technology, Vol. 170, pp. 602-610.
16. Hasegawa, M., Seireg, A. and Lindberg, R. A. (1976) 'Surface roughness model for turning', Tribology International, pp. 285-289.
17. Hsu, C. I. and Wen, Y. H. (2000) 'Application of grey theory and multi-objective programming towards airline network design', European Journal of Operational Research, Vol. 127, No. 1, pp. 44-68.
18. Huang, J. T. and Lin, J. L. (2002) 'Optimization of machining parameters setting of die-sinking EDM process based on the grey relational analysis with L18 orthogonal array', Journal of Technology, Vol. 17, pp. 659-664.
19. Huang, S. J., Chiu, N. H. and Chen, L. W. (2008) 'Artificial intelligence and information management, integration of the grey relational analysis with genetic algorithm for software effort estimation computing', European Journal of Operational Research, Vol. 188, pp. 898-909.
20. Jiang, B. C., Tasi, S. L. and Wang, C. C. (2002) 'Machine vision-based gray relational theory applied to IC marking inspection', IEEE Transactions on Semiconductor Manufacturing, Vol. 15, No. 4, pp. 531-539.
21. Kanai, M. and Kanda, Y. (1978) 'Statistical characteristic of drill wear and drill life for standardized performance tests', Annals of CRIP, Vol. 27, No. 1, pp. 61-66.
22. Lin, C. L. (2004) 'Use of the Taguchi method and grey relational analysis to optimize turning operations with multiple performance characteristics', Journal of Material Manufacturing Process, Vol. 19, No. 2, pp. 209-220.
23. Lin, J. L. and Lin, C. L. (2002) 'The use of the orthogonal array with grey relational analysis to optimize the electrical discharge machining process with multiple performance characteristics', International Journal of Machine Tools Manufacture, Vol. 42, pp. 237-244.
24. Lin, S. C. and Ting, C. J. (1996) 'Drill wear monitoring using neural network', International Journal of Machine Tools and Manufacture, Vol. 36, pp. 465-475.
25. Liu, T. I. and Anantharaman, K. S. (1994) 'Intelligent classification and measurement of drill wear', Journal of Engineering Industries, Vol. 116, pp. 392-397.
26. Nalbant, M., Gokkaya, H. and Sur, G. (2007) 'Application of Taguchi method in the optimization of cutting parameters for surface roughness in turning', Material Design, Vol. 28, pp. 1379-1385.
27. Ng, D. K. (1994) 'Grey system and grey relational model', ACM SIGICE Bulletin, Vol. 20, No. 2, pp. 2-11.
28. Nouari, M., List, G., Girot, F. and Coupard, D. (2003) 'Experimental analysis and optimization of tool wear in dry machining of aluminium alloys', Wear, Vol. 255, pp. 1359-1368.
29. Ramamurthi, K. and Hough, C. L. (1993) 'Intelligent real-time predictive diagnostics for cutting tools and supervisory control of machining operations', Journal of Engineering for Industries, Vol. 115, pp. 268-277.
30. Rao, S. B. (1986) 'Tool wear monitoring through the dynamics of stable turning', Journal of Engineering for Industry, Vol. 108, pp. 184-189.
31. Shen, Y. K., Chien, H. W. and Lin, Y. (2004) 'Optimization of the micro-injection molding process using grey relational analysis and mold flow analysis', Journal of Reinforce Plastic Composite, Vol. 23, pp. 1799-1814.
32. Szecsi, T. (1999) 'Cutting force modeling using artificial neural networks', Journal of Materials Processing Technology, Vols. 92-93, pp. 344-349.
33. Tang, S. H., Tan, V. J., Sapuan, S. M., Sulaiman, S., Ismail, N. and Samin, R. (2007) 'The use of Taguchi method in the design of plastic injection mould for reducing warpage', Journal of Material Processing Technology, Vol. 182, pp. 418-426.
34. Tarng, Y. S., Juang, S. C. and Chang, C. H. (2002) 'The use of grey-based Taguchi methods to determine submerged arc welding process parameters in hard facing', Journal of Material Processing Technology, Vol. 128, pp. 1-6.
35. Vijian, P. and Arunachalam, V. P. (2006) 'Optimization of squeeze cast parameters of LM6 aluminium alloy for surface roughness using Taguchi method', Journal of Material Processing Technology, Vol. 180, pp. 161-166.
36. Yang, L. J. (2007) 'The effect of specimen thickness on the hardness of plasma surface hardened ASSAB 760 steel specimens', Journal of Material Processing Technology, Vol. 185, pp. 113-119.
37. Yang, W. H. and Tarng, Y. S. (1998) 'Design optimization of cutting parameters for turning operations based on the Taguchi method', Journal of Material Processing Technology, Vol. 84, pp. 122-129.
38. Yang, Y. K., Shie, J. R. and Huang, C. H. (2006) 'Optimization of dry machining parameters for high-purity graphite in end milling process', Journal of Material Manufacturing, Vol. 21, No. 8, pp. 832-837.
39. Zhang, J. Z., Chen, J. C. and Kirby, E. D. (2007) 'Surface roughness optimization in a end-milling operation using the Taguchi design method', Journal of Material Processing Technology, Vol. 184, pp. 233-239.