Modelling the correlation between cutting and process parameters in high-speed machining of Inconel 718 alloy using an artificial neural network

International Journal of Machine Tools and Manufacture

Volumn 45, Issue 12-13, 2005, Pages 1375-1385

  Ezugwu, E O ^a   Fadare, D A ^a,b   Bonney, J ^a   Da Silva, R B ^a,c   Sales, W F ^a,d  

^a LONDON SOUTH BANK UNIVERSITY   (United Kingdom)

^b UNIVERSITY OF IBADAN   (Nigeria)

^c FEDERAL UNIVERSITY OF UBERLÂNDIA   (Brazil)

^d PONTIFICAL CATHOLIC UNIVERSITY OF MINAS GERAIS   (Brazil)

Author keywords

Artificial neutral network; Elevated temperatures; High speed turning; Inconel 718 alloy; Modelling; Optimisation

Indexed keywords

COOLANTS; ELECTRIC POWER UTILIZATION; MATHEMATICAL MODELS; MOTORS; NEURAL NETWORKS; OPTIMIZATION; SURFACE ROUGHNESS;

AERO-ENGINES; ELEVATED TEMPERATURES; HIGH-SPEED TURNING; INCONEL 718 ALLOY;

SUPERALLOYS;

EID: 20444464409     PISSN: 08906955     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijmachtools.2005.02.004     Document Type: Article

References (19)

1. E.O. Ezugwu, Advances in the machining of nickel and titanium base superalloys, Keynote paper presented at the Japan Society for Precision Engineering Conference 2004, pp. 1-40.
2. Seco technical guide, Turning difficulty-to-cut alloys.
3. S. Malinov, W. Sha, and J.J. McKeown Modelling the correlation between processing parameters and properties in titanium alloys using artificial neural network Comput. Mater. Sci. 21 2001 375 394
4. E.O. Ezugwu, K.A. Olajire, and J. Bonney Modelling of tool wear based on component forces Tribol. Lett. 11 1 2001
5. E.O. Ezugwu, J. Bonney, Effect of high-pressure coolant supply when machining nickel-base, Inconel 718, alloy with coated carbide tools, Proceedings of AMPT 2003, 8-11 July 2003, Dublin, Ireland, pp. 787-790.
6. E.O. Ezugwu, J. Bonney, Effect of high-pressure coolant supply when machining nickel-base, Inconel 718, alloy with coated carbide tools, J.Mater. Process. Technol. 153-154 (2004) 1045-1050.
7. J. Bonney, High-speed machining of nickel-base, Inconel 718, alloy with ceramic and carbide cutting tools using conventional and high-pressure coolants, PhD Thesis, London South Bank University, 2004.
8. E.O. Ezugwu, A.R. Machado, I.R. Pashby, and J. Wallbank The effect of high-pressure coolant supply when machining a heat-resistant nickel-based superalloy Lubr. Eng. 47 9 1991 751 757
9. E.O. Ezugwu, S.J. Arthur, and E.L. Hines Tool-wear prediction using artificial neural networks J. Mater. Process. Technol. 49 1995 255 264
10. T.L. Liu, W.Y. Chen, and K.S. Anantharaman Intelligent detection of drill wear Mech. Syst. Signal Process. 12 6 1998 863 873
11. D.E. Dimla Sr., and P.M. Lister On-line metal cutting tool condition monitoring. II: Tool-state classification using multi-layer perceptron neural networks Int. J. Mach. Tool Manuf. 40 2000 769 781
12. D.E. Dimla Sr. Application of perceptron neural networks to tool-state classification in a metal-turning operation Eng. Appl. Artif. Intell. 12 1999 471 477
13. B. Sick On-line and indirect tool wear monitoring in turning with artificial neural networks: a review of more than a decade of research Mech. Syst. Signal Process. 16 4 2002 487 546
14. D.E. Dimla Jr., P.M. Lister, and N.J. Leighton Neural network solution to the tool condition monitoring problem in metal cutting - a critical review of methods Int. J. Mach. Tools Manuf. 37 9 1997 1219 1241
15. H. Demuth, and M. Beale Neural Network Toolbox User's Guide, Version 4 (Release 12) 2000 The Mathworks, Inc.
16. B. Mills, and A.H. Redford Machinability of Engineering Materials 1983 Applied Science Publishers Barking, UK
17. X.S. Li, and I. Low Cutting forces of ceramic cutting tools X.S. Li I. Low Advanced Ceramic Tools For Machining Application - 1 Key Engineering Materials vol. 96 1994 Trans Tech Publications Aedermannsdorf, Switzerland 81 136
18. C. Richt Turning Titanium - Developments in Application Technology 2003 Sanvik Coromant Sandviken, Sweden
19. M. Mazurkiewicz, Z. Kubala, and J. Chow Metal machining with high-pressure water-jet cooling assistance - a new possibility J. Eng. Ind. 111 1989 7 12