PREDICTION OF Ae3 TEMPERATURE OF STEEL USING NEURAL NETWORK AND GENETIC ALGORITHM

37th Mechanical Working and Steel Processing Conference Proceedings

Volumn , Issue , 1996, Pages 565-577

  Deo, Brahma ^a   Gupta, A ^a   Girish, B V S ^a   Jena, A K ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY KANPUR   (India)

Author keywords

[No Author keywords available]

Indexed keywords

FORECASTING; GASES; GENETIC ALGORITHMS; REGRESSION ANALYSIS;

ADAPTIVE SEARCH; ARTIFICIAL NEURAL NET; DATA SET; EQUILIBRIUM TEMPERATURES; LOW-CARBON STEELS; NET MODEL; NEURAL NETWORKS AND GENETIC ALGORITHMS; REGRESSION MODELLING; ROOT MEAN SQUARED ERRORS; TEMPERATURE OF TRANSFORMATION;

LOW CARBON STEEL;

EID: 11544353921     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. R.A. Grange, "Estimating Critical Ranges in Heat Treatment of Steels," Metal Progress, Vol. 79, 1961, pp. 73-75.
2. E.A. Baganis, M.E.Thesis, McMaster University, Hamilton, Ontario, 197 6.
3. K.W.Andrews, " Empirical Formulas for the Estimation of Some Transformation Temperatures," JISI, Vol. 203, 1965, pp. 721-727.
4. H.Khaira, M.E.Thesis, IIT Kanpur, India, 1986.
5. Manoj Kumar, M.E.Thesisv IIT Kanpur, India, 1994.
6. R.Rastogi, K.Deb, B.Deo and R. Boom, "Genetic Adaptive Search Model for Hot metal Desuphurization," Steel Research", Vol. 65, No. 11, 1994, pp. 472-478.
7. A. Datta et al., "Adaptive Neural Net Models for Desulphurization of Hot Metal and Steel," Steel Research, Vol. 65, No. 11, 1994, pp. 466-471.
8. B.Deo et al., "Optimization of Back Propagation and GAS Assisted ANN Models for Desulphurization of Hot Metal and Steel" Steel Research, Vol. 65, No.12, 1994, pp. 528-533.
9. Isothermal Transformation Diagrams, 3rd Ed., United States Steel, Pittsburgh, 19 63, pp. 1-183.
10. H.I.Aaronson and H.A.Domian, "Partition of Elements Between Austenite and Proeutectoid Ferrite or Bainite," Trans. TMS-AIME, Vol. 236, 1966, pp. 781-796.
11. 2 C Needles in Fe-C-Mo alloy," Met. Trans., Vol. 3, 1972, pp. 1320-1324.
12. J.B.Gilmour, G.R.Purdy and J.S.Kirkaldy, "Thermodynamics Controlling the Proeutectoid Ferrite Transformation in Fe-C-Mn Alloys," Met. Trans., Vol.3, 1972, pp. 1455-1464.
13. G.Kirchner and B.Uhrenius, " Empirical Study of Pearlite-Austenite Equilibrium in Fe-Cr-Mn System and Optimization of Thermodynamic Parameters by Means of a General Mathematical Method," Acta. Met., Vol. 22, 1974, pp. 523-532.
14. D.J. Swinden and J.H. Woodhead, "Kinetics and Nucleation and Growth of Proeutectoid Ferrite in Some Iron CArbon Chromium Alloys," JISI, Vol. 209, 1971, No. 11, pp. 883-889.
15. Atlas of Isothermal Transformation and Cooling Transformation Diagrams, ASM, Cleveland, Ohio, 1977, pp. 1-422.
16. O.Kubaschewski, "Iron Binary Phase Diagrams", Springer-Verlag, 1982.
17. B.Mintz, G.Peterson and A.Nassar, "Structure-property Relationship in Ferrite-Pearlite Steels", Ironmaking and Steelmaking, Vol. 21, No.3, PP. 215-222.
18. D.E.Goldberg, Genetic Algorithms in search, Optimization and Machine Learning, Addison-Wesley, N.Y., 1989.