Hard turning optimization using neural network modeling and swarm intelligence

Transactions of the North American Manufacturing Research Institute of SME

Volumn 33, Issue , 2005, Pages 179-186

  Karpat, Yiǧit ^a   Özel, Tuǧrul ^a  

^a DEPARTMENT OF INDUSTRIAL AND SYSTEMS ENGINEERING   (United States)

Author keywords

Hard turning; Neural networks; Optimization; Swarm intelligence

Indexed keywords

HARD TURNING; SWARM INTELLIGENCE;

NEURAL NETWORKS; OPTIMIZATION; SURFACE ROUGHNESS; WEAR OF MATERIALS;

TURNING;

EID: 32844468514     PISSN: 10473025     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. W.A. Koenig, R. Komanduri, H.K. Toenshoff, G. Ackeshott, "Machining of hard metals", Annals of the CIRP, Vol.33/2, 1984, pp. 417-427.
2. Y. Matsumoto, F. Hashimoto, G. Lahoti, "Surface integrity generated by precision hard turning", Annals of the CIRP, Vol.48/1, 1999, pp. 59-62.
3. J.D. Thiele, S.N. Melkote, "Effect of cutting edge geometry and workpiece hardness on surface generation in the finish hard turning of AISI 52100 steel", Journal of Materials Processing Technology, Vol. 94, 1999, pp. 216-226.
4. J.D. Thiele, S.N. Melkote, R.A. Peascoe, T.R. Watkins, "Effect of cutting-edge geometry and workpiece hardness on surface residual stresses in finish hard turning of AISI 52100 steel", ASME Journal of Manufacturing Science and Engineering, Vol. 122, 2000, pp.642-649.
5. J. Barry, G. Byrne, "Cutting tool wear in the machining of hardened steels, Part II: CBN cutting tool wear", Wear, Vol. 247, 2001, pp. 152-160
6. Y.K. Chou, C.J. Evans, M.M. Barash, "Experimental investigation on CBN turning of hardened AISI 52100 steel", Journal of Materials Processing Technology, Vol. 124, 2002, pp. 274-283.
7. T.G. Dawson, T.R. Kurfess, "Machining hardened steel with ceramic-coated and uncoated CBN cutting tools", Technical Paper - Society of Manufacturing Engineers, MR02-156 2002, pp. 1-7
8. T. Özel, T-K. Hsu, E. Zeren, "Effects of cutting edge geometry, workpiece hardness, feed rate and cutting speed on surface roughness and forces in finish turning of hardened AISI H13 steel, International Journal of Advanced Manufacturing Technology, 2004, in-press.
9. D.E. Dimla, P.M. Lister, N.J Leighton, "Neural network solutions to the tool condition monitoring problem in metal cutting - A review critical review of methods", International Journal of Machine Tools and Manufacture, Vol. 39, 1997, pp 1219-1241.
10. T. Özel, A. Nadgir, "Prediction of flank wear by using back propagation neural network modeling when cutting hardened H-13 steel with chamfered and honed CBN tools", International Journal of Machine Tools and Manufacture, Vol. 42, 2002, pp. 287-297.
11. R. Azouzi, M. Guillot, "On-line prediction of surface finish and dimensional deviation in turning using neural network based sensor fusion", International Journal of Machine Tools and Manufacture, Vol. 37, No 9, 1997, pp 1201-1217.
12. P.G. Benardos, G.C. Vosniakos, "Predicting Surface Roughness in Machining: A Review", International Journal of Machine Tools and Manufacture, Vol. 43, 2003, pp 833-844.
13. C. Scheffer, H. Kratz, P.S Heyns, F. Klocke, "Development of a tool wear-monitoring system for hard turning", International Journal of Machine Tools and Manufacture, Vol. 43, 2003, pp. 973-985.
14. T. Özel and Y. Karpat, "Predictive Modeling of Surface Roughness and Tool Wear in Hard Turning using Regression and Neural Networks", International Journal of Machine Tools and Manufacture, Vol. 45, 2005, pp. 467-479.
15. V. Tandon, H. EI-Mounayri, H. Kishawy, "NC End Milling Optimization Using Evolutionary Computation", International Journal of Machine Tools and Manufacture, Vol 42, 2002, pp. 595-605.
16. R.C. Eberhart, J. Kennedy, "Particle Swarm Optimization", Proceedings of IEEE International Conference on Neural Networks, Piscataway, NJ, 1995, pp. 1942-1948.
17. H. El-Mounayri, Z. Dugla, H. Deng, "Prediction of Surface Roughness in End Milling using Swarm Intelligence", Proceedings of the 2003 IEEE Swarm Intelligence Symposium, 2003, pp. 220-227.
18. Y. Shi, R. C. Eberhart, "Parameter Selection in Particle Swarm Optimization", Proceedings of 7th Annual Conference on Evolutionary Programming, San Diego, 1998.
19. N. Fang, "Slip-line modeling of machining with a rounded-edge tool: Part I: new model and theory", Journal of the Mechanics and Physics of Solids, Vol. 51(4), 2003, pp. 715-742.