Determination of Ms temperature in steels: A Bayesian neural network model

ISIJ International

Volumn 42, Issue 8, 2002, Pages 894-902

  Capdevila, C ^a   Caballero, F G ^a   Garcia De Andres C ^a  

^a DEPARTMENT OF PHYSICAL METALLURGY   (Spain)

Author keywords

Martensite; Modelling phase transformation; Neural network analysis; Steels

Indexed keywords

ALLOYING; COMPOSITION; COMPUTER SIMULATION; MARTENSITE; MARTENSITIC TRANSFORMATIONS; NEURAL NETWORKS; THERMAL EFFECTS;

BAYESIAN NEURAL NETWORKS;

STEEL METALLURGY;

EID: 0036392448     PISSN: 09151559     EISSN: None     Source Type: Journal    
DOI: 10.2355/isijinternational.42.894     Document Type: Article

References (47)

1. L.A. Capella: Metal. Prog., 46 (1944), 108.
2. J. Wang, P.J. van der Wolk and S. Van der Zwaag: Mater Trans. JIM, 41 (2000), 761.
3. R.A. Grange and H.M. Stewart: Trans. AIME, 167 (1946), 467.
4. P. Payson and H. Savage: Trans ASM, 33 (1944), 261.
5. C.Y. Kung and J.J. Rayment: Hardenability Concepts with Applications to Steels, TMS-AIME, Warrendale, PA, (1978), 229.
6. K.W. Andrews: JISI, 203 (1965), 721.
7. E.V. Pereloma and J.D. Boyd: Mater Sci. Technol., 12 (1996), 1043.
8. G. Foularis, A.J. Baker and G.D. Papadimitriou: Acta Mater, 44 (1996), 4791.
9. M.K. Banerjee, P.S. Banerjee and S. Datta: ISIJ Int., 41 (2001), 257.
10. S.W. Thompson, D.J. Colvin and G. Krauss: Metall. Trans., 27A (1996), 1557.
11. C.N. Hsia and J.R. Yang: Mater Trans. JIM, 41 (2001), 1312.
12. R.A. Depaul and A.L. Kitchen: Metall. Trans., 1 (1970), 389.
13. I. Madariaga, I. Gutierrez, C. Garcia de Andres and C. Capdevila: Scr Mater, 41 (1999), 229.
14. I. Madariaga and I. Gutierrez: Acta Mater, 47 (1999), 951.
15. C. García de Andrés, C. Capdevila, I. Madariaga and I. Guitérrez: Scr. Mater., 45 (2001), 709.
16. V.K. Sikka, C.T. Ward and K.C. Thomas: Ferritic Steels for High Temperature Applications, ASM, Metals Park, OH, (1983), 65.
17. P.J. Alberry and D.J. Gooch: Weld. Met. Fabr, 53 (1985), 332.
18. F. Abe: Mater. Sci. Eng., A319-321 (2001), 770.
19. Å. Gustafson and J. Ågren: ISIJ Int., 41 (2001), 356.
20. A.F. Lisovskii: Powder Metall. Met. Ceram., 39 (2001), 428.
21. A.J. Gant and M.G. Gee: Wear, 250 (2001), 908.
22. C.T. Kwok, F.T. Cheng and H.C. Man: Surf. Coat. Technol., 145 (2001), 194.
23. C.T. Kwok, F.T. Cheng and H.C. Man: Surf. Coat. Teehnol., 145 (2001), 206.
24. G. Gosh and G.B. Olson: Acta Metall. Mater, 42 (1994), 3361.
25. M. Economopoulos, N. Lambert, and L. Habraken: Diagrames de transformation des aciers fabriques dans le Benelux, Centre National de Reserches Metakllurgiques, Bruxelles, (1967), 80.
26. M. Atkins: Atlas of Continuous Cooling Transformation Diagrams for Engineering Steels, British Steels Corporation, Sheffield, (1985), 17.
27. J. Wang, P. Van der Wolk and S. Van der Zwaag: ISIJ Int., 39 (1999), 1038.
28. F.G. Caballero, H.K.D.H. Bhadeshia, K.J.A. Mawella, D.G. Jones and P. Brown: Mater Sci. Technol., 17 (2001), 517.
29. F.G. Caballero, H.K.D.H. Bhadeshia, K.J.A. Mawella, D.G. Jones and P. Brown: Mater.. Sci. Technol., 17 (2001), 512.
30. D.J.C. Makay: Neural Comput., 4 (1992), 698.
31. D.J.C. Makay: Darwin College J., (1993), 81.
32. D.J.C, Makay: Neural Comput., 4 (1992), 415.
33. D.J.C. Makay: Neural Comput., 4 (1992), 448.
34. G.H. Eichelman and F.C. Hull: Trans ASM, 45 (1953), 77.
35. S.S. Babu: PhD Doctoral Thesis, University of Cambridge, Cambridge, (1991), 142.
36. T. Cool and H.K.D.H. Bhadeshia: Mater Sci. Technol., 12 (1996), 40.
37. T. Cool, H.K.D.H. Bhadeshia and D.J.C. MacKay: Mater. Sci. Eng., A233 (1997), 186.
38. R. Lundberg, M. Waldenström and B. Uhrenius: Calphad, 1 (1977), 97.
39. Metallurgical and Thermochemical Databank, National Physical Laboratory, Teddington, Middlessex, (1996), 1.
40. M. Hillert and L.I. Staffansson: Acta Chem. Scand., 24 (1970), 3618.
41. C. Zener: Trans. AIME, 167 (1946), 513.
42. J.C. Fisher: Trans. AIME, 185 (1949), 688.
43. H.K.D.H. Bhadeshia: Met. Sci., (1981), 175.
44. H.K.D.H. Bhadeshia: Met. Sci., (1981), 178.
45. J.R. Lacher: Proc. Cambridge Philos. Soc., 33 (1937), 518.
46. R.H. Fowler and E.A. Guggenheim: Statistical Thermodynamics, Cambridge University Press, New York, (1939), 57.
47. G. Gosh and G.B. Olson: Metall. Trans., 7A (1976), 1897.