Artificial neural networks for modelling of the impact toughness of steel

ISIJ International

Volumn 44, Issue 9, 2004, Pages 1599-1607

  Dunne, D ^a   Tsuei, H ^b   Sterjovski, Z ^a  

^a UNIVERSITY OF WOLLONGONG   (Australia)

^b DEPARTMENT OF ELECTRONIC ENGINEERING   (Taiwan)

Author keywords

Artificial neural networks; Flux cored arc weld; Impact toughness; Modelling; Postweld heat treatment; Quenched and tempered steel

Indexed keywords

ELECTRIC ARC WELDING; HEAT TREATMENT; IMPACT TESTING; NEURAL NETWORKS; PROBABILISTIC LOGICS; QUENCHING; TOUGHNESS; WELDS;

FLUX CORED ARC WELD; POSTWELD HEAT TREATMENT; QUENCHED AND TEMPERED STEEL;

STEEL;

EID: 9144234370     PISSN: 09151559     EISSN: None     Source Type: Journal    
DOI: 10.2355/isijinternational.44.1599     Document Type: Article

References (22)

1. D. Graupe: Principles of Artificial Neural Networks - Advanced Series on Circuits and Systems, Vol. 3, World Scientific Publishing, Singapore, (1997), 4.
2. W. S. McCullough and W. Pitts: Bull. Mathematical Biophys., 5 (1943), 115.
3. R. J. Lee: Proc. of 14th ACM National Meeting, ACM Press, New York, (1959).
4. F. Rosenblatt: Psychol. Rev., 65 (1958), 386.
5. D. E. Rumelhart and J. L. McClelland: Psychol. Rev., 89 (1986), 60.
6. H. K. D. H. Bhadeshia: ISIJ Int., 39 (1999), No. 10, 966.
7. T. Kohonen: Associative Memory: A System-Theoretical Approach, Springer Verlag, New York, (1977), 1.
8. R. K. Miller: Neural Networks, Fairmont Press Inc., Georgia, (1989), 1.
9. M. Minsky and S. Papert: Perceptrons, MIT Press, Cambridge, MA, (1969), 10.
10. J. Han and M. Kamber: Data Mining-Concepts and Techniques, Academic Press, CA, (2001), 303.
11. T. J. Sejnowski and C. R. Rosenberg: Complex Systems, 1 (1987), 145.
12. T. Cool, H. K. D. H. Bhadeshia and D. C. J. Mackay: Mathematical Modelling of Weld Phenomena 3, ed. by H. Cerjak and H. K. D. H. Bhadeshia, Institute of Metals, London, (1997), 493.
13. L. X. Kong, P. D. Hodgson and D. C. Collinson: ISIJ Int., 38 (1998), No. 10, 1121.
14. H. K. D. H. Bhadeshia, D. C. J Mackay and L. E. Svensson: Mater. Sci. Techol., 11 (1995), No. 10, 1046.
15. Y. Y. Yang, D. A. Linkens, M. Mahfouf and A. J. Rose: ISIJ Int., 43 (2003), No. 7, 1040.
16. Z. Sterjovski, D. P. Dunne and S. Ambrose: Aust. Weld. J., Weld. Res. Suppl., 48, (2003), No. 2, 41.
17. H. Tsuei, D. P. Dunne and H. Li: Sci. Technol. Weld. Joining, 8 (2003), 205.
18. G. M. Evans: Oerlikon-Schweißmitt, 36 (1978), No. 82, s4; also 1IW Doc. II-A-432-77.
19. Metals Handbook, Vol. 1, 10th Ed. ASM, Metals Park, Ohio, (1990), 735.
20. L. E. Samuels: Optical Microscopy of Carbon Steels, ASM, Metals Park, Ohio, (1980), 127.
21. F. B. Pickering: Physical Metallurgy and the Design of Steels, Materials Science Series, Applied Science Publishers, Essex, England, (1978), 103.
22. C. S. Siebert, D. V. Doane and D. H. Breen: The Hardenability of Steels, ASM, Metals Park, Ohio, (1977).