Intelligent model-based optimization of the surface grinding process for heat-treated 4140 steel alloys with aluminum oxide grinding wheels

Journal of Manufacturing Science and Engineering

Volumn 125, Issue 1, 2003, Pages 65-76

  Lee, Cheol W ^a   Choi, Taejun ^a   Shin, Yung C ^a  

^a PURDUE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SIMULATION; GRINDING WHEELS; NONLINEAR PROGRAMMING; OPTIMIZATION; PROCESS CONTROL; RESIDUAL STRESSES; STEEL; SURFACE ROUGHNESS;

ALUMINUM OXIDE GRINDING WHEELS; GRINDING FORCE; STEEL ALLOYS;

GRINDING (MACHINING);

EID: 0037304312     PISSN: 10871357     EISSN: None     Source Type: Journal    
DOI: 10.1115/1.1537738     Document Type: Article

References (26)

1. Tönshoff, H. K., Peters, J., Inasaki, I., and Paul, T., 1992, "Modelling and Simulation of Grinding Processes," CIRP Ann., 41(2) pp. 677-688.
2. Iwata, K., Takazawa, K., Yamamotor, Y., and Horike, M., 1977, "Determination of Optimum Machining Conditions in Cylindrical Plunge Grinding," Proc. Of the 5th North American Metalworking Research Conference, pp. 284-290.
3. Peters, J., and Aerens, R., 1990, "Optimization Procedure of Three Phase Grinding Cycles of a Series Without Intermediate Dressing," CIRP Ann., 29(1) pp. 195-199.
4. Amitay, G., Malkin, S., and Koren, Y., 1981, "Adaptive Control Optimization of Grinding," ASME J. Eng., 103, pp. 103-108.
5. Xiao, G., Malkin, S., and Danai, K., 1993, "Autonomous System for Multistage Cylindrical Grinding," ASME J. Dyn. Syst., Meas., Control, 115(4) pp. 667-672.
6. Chen, Y. T., and Shin, Y. C., 1991, "A Surface Grinding Process Advisory System with Fuzzy Logic," Control of Manufacturing Processes, DSC Vol. 28/PED Vol. 52, ASME, pp. 67-77.
7. Midha, P. S., Zhu, C. B., and Trmal, G. J., 1991, "Optimum Selection of Grinding Parameters Using Process Modeling and Knowledge Based System Approach," J. Mater. Process., 28, pp. 189-198.
8. Wen, X. M., Tay, A. A. O., and Nee, A. Y. C., 1992, "Micro-Computer-Based Optimization of the Surface Grinding Process," J. Mater. Process. Technol., 29, pp. 75-90.
9. Liao, T. W., and Chen, L. J., 1994, "A Neural Network Approach for Grinding Processes: Modeling and Optimization," Int. J. Mach. Tools Manuf., 34(7), pp. 919-937.
10. Xiao, G., and Malkin, S., 1996, "On-Line Optimization for Internal Plunge Grinding," CIRP Ann., 45(1) pp. 287-292.
11. Guo, C., and Malkin, S., 2001, "Cylindrical Grinding Process Simulation, Optimization and Control," Proc. of the 4th Machining and Grinding Conference, SME MR01-334.
12. Rowe, W. B., Yan, L., Inasaki, I., and Malkin, S., 1994, "Application of Artificial Intelligence in Grinding," CIRP Ann., 43(2) pp. 521-531.
13. Venk, S., Govind, R., and Merchant, E., 1990, "An Expert System Approach to Optimization of the Centerless Grinding Process," CIRP Ann., 39(1) pp. 489-492.
14. Sakakura, M., and Inasaki, I., 1993, "Intelligent Data Base for Grinding Operations," CIRP Ann., 42(1) pp. 379-382.
15. Sakakura, M., and Inasaki, I., 1992, "Neural Network Approach to the Decision-Making Process for Grinding Operations," CIRP Ann., 41(1) pp. 353-356.
16. Brinksmeier, E., and Popp, C., 1991, "A Self-Tuning Adaptive Control System for Grinding Processes," CIRP Ann., 40(1) pp. 355-358.
17. Lee, C. W., and Shin, Y. C., 2000, "Evolutionary Modeling and Optimization of Grinding Processes," Int. J. Prod. Res., 38,(12) pp. 2787-2813.
18. Vishnupad, P. S., and Shin, Y. C., 1998, "Intelligent Optimization of Grinding Processes Using Fuzzy Logic," Proc. Inst. Mech. Eng., 212(B8), pp. 647-660.
19. Feund, R. J., and Littell, R. C., 1991, SAS System for Regression, SAS Institute, Reading, NC.
20. Malkin, S., 1989, Grinding Technology: Theory and Application of Machining with Abrasives, Society of Manufacturing Engineers, Reading, MI.
21. Malkin, S., 1976, "Selection of Operating Parameters in Surface Grinding of Steels," ASME J. Eng., 98, pp. 56-62.
22. Malkin, S., and Cook, N. H., 1971, "The Wear of Grinding Wheels: Part I-Attritious Wear," ASME J. Eng., 93, pp. 1120-1128.
23. Snoeys, R., Maris, M., and Peters, J., 1978, "Thermally Induced Damage in Grinding," CIRP Ann., 27(2) pp. 571-581.
24. Kruszynski, B., 1991, "An Attempt to Predict Residual Stresses in Grinding of Metals with the Aid of a New Grinding Parameter," CIRP Ann., 40(1) pp. 335-337.
25. Lee, C. W., and Shin, Y. C., 1998, "Fuzzy Basis Function Networks of Hierarchical Structure or Modeling Manufacturing Processes," Proceedings of the 1998 ASME IMECE, DSC Vol. 64, ASME, pp. 767-775.
26. Lindsay, R. P., 1983, "The Effect of Wheel Wear Rate on the Grinding Performance of Three Wheel Grades," CIRP Ann., 32(1) pp. 247-249.