Neural network analysis of the influence of chemical composition on surface cracking during hot rolling of AISI D2 tool steel

Computational Materials Science

Volumn 42, Issue 4, 2008, Pages 625-637

  Tercelj M ^a   Turk, R ^a   Kugler, G ^a   Perus I ^a  

^a UNIVERSITY OF LJUBLJANA   (Slovenia)

Author keywords

CAE neural network; Chemical composition; D2 tool steel; Hot rolling; Surface cracking

Indexed keywords

CARBIDES; CRACK INITIATION; FORMABILITY; HOT ROLLING; NEURAL NETWORKS; THERMOMECHANICAL TREATMENT;

HOT DEFORMABILITY; STEEL GRADES; SURFACE CRACKS;

TOOL STEEL;

EID: 43049169915     PISSN: 09270256     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.commatsci.2007.09.009     Document Type: Article

References (45)

1. Ervasti E., and Ståhlberg U. Journal of Materials Processing Technology 101 1-3 (2000) 312-321
2. Imbert C.A.C., and McQueen H.J. Canadian Metallurgical Quarterly 40 (2001) 235-244
3. Imbert C., Ryan N.D., and McQueen H.J. Metallurgical Transactions A 15A (1984) 1855-1864
4. Imbert C.A.C., and Queen H.J. Materials Science and Technology 16 5 (2000) 524-531
5. Kugler G., and Turk R. Acta Materialia 52 (2004) 4659-4668
6. Večko Pirtovšek T., Kugler G., Godec M., Turk R., and Terčelj M. RMZ - Materials and Geoenvironment 53 1 (2006) 93-101
7. Rodenburg C., Kryzanowski M., Beynon J.H., and Rainforth W.M. Materials Science and Engineering A386 (2004) 420-427
8. Huchtemann B., and Wulfmaier E. Stahl und Eisen 118 11 (1998) 129-135
9. Thome R., and Dahl W. Steel Research 66 (1995) 63-70
10. Mintz B. ISIJ International 39 9 (1999) 833-855
11. Imai N., Komatsubara N., and Kunishihe K. ISIJ International 37 3 (1997) 224-231
12. Imai N., Komatsubara N., Kunishihe K., and Cu E.o. ISIJ International 37 3 (1997) 217-223
13. Matsuoka H., Osawa K., Ono M., and Ohmura M. ISIJ International 37 3 (1997) 255-262
14. Lyckstroem S., Nilsson T., and Ståhlberg U. Journal of Mechanical Working Technology 1 3 (1978) 245-260
15. Degenkolbe J., Kalwa G., and Potthast E. Stahl und Eisen 10 (1990) 43-50
16. Mohamed Z. Materials Science and Engineering A326 (2002) 255-260
17. Crowther D.N., and Mintz B. Materials Science and Technology 2 (1986) 671-676
18. Dufrane J.J. Journal de Physique IV C7 5 (1995) 23-31
19. Sarafianos N. Journal of Materials Science Letters 12 (1993) 1522-1525
20. Schwerdtfeger K. Rissanfälligkeit von Stählen beim Stranggiessen and Warm-umformen (1994), Verlag Stahl und Eisen. 3-514-00531-1
21. Szilvassy C.C., and Wong W.C.K. Journal of Materials Processing Technology 29 (1992) 191-202
22. C.C. Szilvassy, W.C.K. Wong, F. Bullen, P. Baker, in: Proceedings of the Fourth International Conference on Technology of Plasticity, 1993, pp. 386-391.
23. Spittel M., Weiss C., and Spittel T. Neue Hütte 36 8 (1991) 284-289
24. Farrugia D.C.J. Journal of Materials Processing Technology 177 1-3 (2006) 486-492
25. Liu Y., Lin J., Dean T.A., and Farrugia D.C.J. Journal of Strain Analysis for Engineering Design 40 6 (2005) 571-586
26. Zhang J., Kwon H.C., Kim H.Y., Byon S.M., Park H.D., and Im Y.T. Journal of Materials Processing Technology 161-163 (2005) 447-453
27. Berns H., and Broeckmann C. Engineering Fracture Mechanics 58 4 (1997) 11-325
28. Kopač J., Korošec M., and Kuzman K. International Journal of Machine Tools & Manufacture 41 (2001) 275-1281
29. Franco-Gasca L.A., Herrea-Ruiz G., Peniche-Vera R., de Jesus Romero-Tronsoco R., and Leal-Tafolla W. International Journal of Machine Tools & Manufacture 46 (2006) 381-386
30. Huang S.N., Tan K.K., Huang S.N., Tan K.K., Wong Y.S., De Silva C.W., Goh H.L., and Tan W.W. International Journal of Machine Tools & Manufacture 47 (2007) 444-451
31. Yang Y.Y., Linkens D.A., Mahfouf M., and Rose A.J. ISIJ International 43 7 (2003) 1040-1049
32. Capdevila C., Garcia-Mateo C., Caballero F.G., and Garcia de Andres C. Computational Materials Science 38 1 (2006) 192-201
33. Kim H.S., Koc M., and Ni J. International Journal of Machine Tools & Manufacture 47 2 (2007) 211-222
34. Nascimento C.A.O., Giudici R., and Guardani R. Computers and Chemical Engineering 24 (2000) 2303-2314
35. Malinov S., and Sha W. Computational Materials Science 28 (2003) 179-198
36. Guo Z., and Sha W. Computational Materials Science 29 (2004) 12-28
37. Malinov S., Sha W., and McKeown J.J. Computational Materials Science 21 (2001) 375-394
38. Grabec I., and Sachse W. Synergetics of Measurement, Prediction and Control (1997), Springer-Verlag. 3-540-57048-9
39. Specht D.F. Neural Networks 31 (1990) 109-118
40. Peruš I., and Fajfar P. Engineering Modelling 10 1-4 (1997) 7-16
41. Fajfar P., and Peruš I. Journal of Earthquake Engineering 1 2 (1997) 319-340
42. Terčelj M., Peruš I., and Turk R. Tribology International 36 (2003) 573-583
43. Turk R., Peruš I., and Terčelj M. International Journal of Machine Tools & Manufacture 44 12-13 (2004) 1319-1331
44. Hwang K.C., Lee S., and Lee H.C. Materials Science and Engineering A254 (1998) 282-295
45. Hwang K.C., Lee S., and Lee H.C. Materials Science and Engineering A254 (1998) 296-304