The role of neural networks in the optimisation of rolling processes

Journal of Materials Processing Technology

Volumn 80-81, Issue , 1998, Pages 16-23

  Larkiola, J ^a   Myllykoski, P ^b   Korhonen, A S ^b   Cser, L ^b,c  

^a VTT TECHNICAL RESEARCH CENTRE OF FINLAND   (Finland)

^b AALTO UNIVERSITY   (Finland)

^c Bay Zoltan Institute   (Hungary)

Author keywords

Cold rolling; Neural computing; Rolling efficiency; Temper rolling

Indexed keywords

EID: 0004417529     PISSN: 09240136     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0924-0136(98)00206-4     Document Type: Article

References (69)

1. T. Kohonen, Self-Organizing Maps, Springer, Berlin, 1995.
2. J. Kangas, Doctor's thesis, Helsinki University of Technology, Helsinki, 1994.
3. M. Kasslin, J. Kangas, O. Simula, Artificial Neural Networks, vol 2, 1992, pp. 111531-1534.
4. S. Gumming, in: Neural Computing and Applications, vol. 1, 1993, pp. 96-102.
5. T. Harris, S.O.M. Kohonen, Proceedings of the International Joint Conference on Neural Networks (IJCNN'93), 1993, pp. 947-950.
6. J. Alander, M. Frisk, L. Holmström, A. Hämälainen, J. Tuominen, Artif. Neural Netw. 2 (1992) 111229-1232.
7. J. Hollmen, Master's thesis, Helsinki University of Technology, 1996.
8. A.G. Parlos, K.T. Chong, A.F. Atiya, IEEE Trans. Neural Netw. 5 (2) (March 1994).
9. J.A. Freeman, D.M. Skapura, Neural Networks Algorithms, Applications and Programming Techniques, Addison-Wesley, Reading, MA, 1991.
10. X. Sun, C. Chang, X. Liu, G. Wang, B. Yu, Iron and Steel (China) 30 (11) (1995) 26-29.
11. F. Backes, M. Geiger, J.G. Lenard, L. Cser, Blech Rohre Profile 42 (4) (1995) 274-278.
12. J. Larkiola, P. Myllykoski, J. Nylander, A.S. Korhonen, Materials processing in the computer age II, TMS (1995) 209-220.
13. D.H. Wang, Z.Y. Liu, G.D. Wang, Q. Zhang, H.S. Jiang, H.S. Wang, Iron and Steel (China) 30 (1) (1995) 28-31.
14. F. Portman, D. Lindhoff, G. Sorgel, O. Gramckow, Iron Steel Eng. February (1995) 33-36.
15. B. Ortmann, Stahl und Eisen 2 (1995) 35-40.
16. K Gumi, Y. Abiko, H. Uozumi, S. Yamamoto, T. Koyama, E. Suzuki, Kobe Res. Dev. 44 (1) (1994) 67-70.
17. O. Wiklund, in: METEC'94, 6th International Rolling Conference, Dusseldorf, Germany, 20-22 June, 1994, VDE, pp. 402-406.
18. R. Haataja, M. Kerttula, T. Piironen, T. Laitinen, Expert Systems in Mineral and Metal Processing, Pergamon, London, 1992, pp. 79-88.
19. J. Leven, Proc. ATS'94, Dec 7-8, Paris, France, 1994.
20. P. Bresson, E. Couriot, F. Alexandre, J.P. Haton, Rev. Metal. Cah. Inf. Tech. 90 (7-8) (1993) 941-947.
21. T. Koyama, SEAISI Quart. 21 (1) (1993) 71-81, 96.
22. Y. Katayama, M. Nakajima, H. Koyama, Steel Technol. Int. (1992) 189-192.
23. J. Yamasaki, T. Iwamura, S. Arai, Kawasaki Steel Giho 23 (3) (1991) 171-177.
24. Intelligent answer to HSM control problems, Steel Times Int. 20 (1) (1996) 16-17.
25. N. Watanabe, A. Horiuchi, H. Sasaki, T. Kohsaka, T. Kitaichi, K Kurihara, Nippon Yakin Tech. Rep. 1 (1992) 34-40.
26. S. Hattori, M. Nakajima, Y. Katayama, Hitachi Rev. 41 (1) (1992) 31-38.
27. J.-Y. Jung, Y.-T. Im, H. Lee-Kwang, J. Mater. Process. Technol. 48 (1995) 187-195.
28. K.P. Rao, Y.K.D.V. Prasad, J. Mater. Process. Technol. 53 (1995) 552-566.
29. P. Myllykoski, J. Larkiola, J. Nylander, J. Mater. Process. Technol. 60 (1996) 399-404.
30. P. Myllykoski, J. Larkiola, Proceedings of the EANN'96, London, 1996, pp.49-52.
31. J. Larkiola, P. Myllykoski, J. Nylander, Korhonen, J. Mater. Process. Tech. 60 (1996) 381-386.
32. J. Larkiola, P. Myllykoski, Vuoriteollisuus 1 (1994) 22-26.
33. Y.J. Hwu, J.G. Lenard, 37th MWSP Conference Proceedings, ISS, vol. XXXIII, (1996) 549-554.
34. R. Parenti, C. Penno, Proceedings of the EANN'96, London, 1996, pp. 675-679.
35. S. Cho, Y.-J. Cho, S. Yoon, H. Cho, Proceedings of the EANN'96, London, 1996, pp. 45-48.
36. K. Aistleitner, L.G. Mattesdorfer, W. Haas, A. Kugi, J. Mater. Process. Tech. 60 (1996) 387-392.
37. B. Deo, A. Gupta, B.V.S. Girish, A.K. Jena, 37th MWSP Conference Proceedings, ISS, vol. XXXIII, 1996, 565-577.
38. J.J.M. Too, K. Ide, P. Maheral, N. Pussegoda, E.G. Sherwood, T. Gomi, 37th MWSP Conference Proceedings, ISS, vol. XXXIII, 1996, pp. 555-561.
39. P. Myllykoski, J. Larkiola, BAMFAC The Baltic Sea Metal Forming and Cutting Seminar, 19-21 May, 1996, Report TKK-MAK-MML 1/96.
40. J. Larkiola, J. Nylander, P. Myllykoski, A.S. Korhonen, Proceedings of the 2nd International Conference on Modelling of Metal Rolling Processes, London, 1996, pp. 389-399.
41. S. Straub, D. Schroder, Proceedings of the 2nd International Conference on Modelling of Metal Rolling Processes, London, 1996, pp. 366-377.
42. P. Van der Wolk, W.G. Vermeulen, S. Van der Zwaag, Proceedings of the 2nd International Conference on Modelling of Metal Rolling Processes, London, 1996, pp. 378-388.
43. O. Wiklund, Proceedings of the 2nd International Conference on Modelling of Metal Rolling Processes, London, 1996, pp. 400-411.
44. P. Van der Wolk, S. Van der Zwaag, A. Bodin, Proceedings of the 2nd International Conference on Modelling of Metal Rolling Processes, London, 1996, pp. 304-313.
45. D. Lindhoff, G. Sörgel, O. Gramckow, K-D. Klode, Stahl und Eisen 114 (4) (1994) 49-53.
46. T. Fechner, D. Neuerwerkel, I. Keller, Proceedings IEEE ICNN'94, vol. 6, 1994.
47. X. Yao, A. Tieu, X.D. Fang, D. Frances, Proceedings ICNN'95, 1995.
48. O. Wiklund, Proceedings Steel Strip'96, Sep. 17-19, Opava, Czech Republic, 1996.
49. S. Straub, D. Schröder, D., Proceedings of the IFAC'95, Munich, Germany, 1995, pp. 583-590.
50. R.-J. Xu, Ch.-S. Ou, Zh.-M Yao, Zh.-M. Ma, H.-L. Liu, Proceedings of the MSMM'96, Beijing, China, 11-13 June 1996, pp.446-447.
51. R. Pichler, M. Pfaffermayr, Steel Times 224 (9) (1996) 310-311.
52. J.-Y. Jung, Y.-T. Im, H. Lee-Kwang, J. Mater. Process. Tech. 62 (1996) 61-69.
53. Z.Y. Liu, W.-D. Wang, W. Gao, J. Mater. Process. Tech. 57 (1996) 332-336.
54. D. Aiordachioaie, E. Ceanga, R.-I. Mihalcea, N. Roman, Fifth International Conference on Artificial Neural Networks, Cambridge, UK, 7-9 July 1997, IEE, pp. 251-256.
55. C. Sungzoon, C. Yongjung, Y. Sungchul, IEEE Trans. Neural Netw. 8 (4) (1997) 874-882.
56. Y. Debing, D.D. Wang, X. Jinwu, H. Jianxin, X. Yaohuan, Proceedings of ICIT'96, IEEE, Shanghai, China, 2-6 December 1996, pp. 455-459.
57. F. Shah, M. Hentea, M. Evens, World Congress on Neural Networks (WCNN'95), Lawrence Erlbaum Associates, Washington, USA, 17-21 July 1995, pp. 74-79.
58. T. Martinetz, O. Gramckow, P. Protzel, G. Sorgel, Automatisierungstechnische Praxis 38 (10) (1996) 28-42.
59. Y. Morooka, Proceedings of 1995 IEEE Internaltional Conference on Fuzzy Systems, IEEE, Yokohama, Japan, 20-24 March 1995, pp. 47-48.
60. X. Yao, A.K. Tieu, X.D. Fang, D. Frances, Proceedings of 1995 IEEE International Conference On Neural Networks, IEEE, Perth, Australia, 27 November-1 December 1995, pp.433-437.
61. A. Gorni, JOM-e 49 (4) (1997).
62. A. Bulsari, E. Hocksell, Proceedings of the International Conference on Engineering Applications of Neural Networks, Stockholm, Sweden, 16-18 June 1997, pp. 159-162.
63. P. Myllykoski, A. Bulsari, Proceedings of International Conference on Engineering Applications of Neural Networks, Stockholm, Sweden, 16-18 June 1997, pp. 155-158.
64. P. Myllykoski, O. Wiklund, Proceedings of the International Conference on Engineering Applications of Neural Networks, Stockholm, Sweden, 16-18 June 1997, pp. 151-154.
65. A. Gorni, Proceedings of the International Conference on Engineering Applications of Neural Networks, Stockholm, Sweden, 16-18 June 1997, pp. 143-150.
66. H. Ford, F. Ellis, D.R. Bland, J. Iron Steel Inst. 168 (1951) 57-72.
67. A. Fouarge, L. Chefneux, M. Cambier, H. ja Meunier, La Revue de Metallurgie-CIT, Juillet-Aoux, 1995, pp. 945-951.
68. W.F. Gasse, S.J. Thomas, Developments in the Annealing of Sheet Steels, TMS, 1992, pp. 481-492.
69. L. Cser, O. Simula, A.S. Korhonen, Data mining in hot rolling, 1988, p. 5 (Unpublished work).