Optimum quality design system for steel products through locally weighted regression model

Journal of Process Control

Volumn 21, Issue 2, 2011, Pages 293-301

  Shigemori, Hiroyasu ^a   Kano, Manabu ^b   Hasebe, Shinji ^b  

^a JFE STEEL CORPORATION   (Japan)

^b KYOTO UNIVERSITY   (Japan)

Author keywords

Just In Time modeling; Locally weighted regression; Optimization; Parameter estimation; Quality design; Steel products

Indexed keywords

CONVENTIONAL TECHNIQUES; DESIGN TIME; JFE STEELS; JUST-IN-TIME MODELING; LOCALLY WEIGHTED REGRESSION; LOCALLY-WEIGHTED REGRESSION MODEL; OPTIMAL MANUFACTURING; PRODUCTION COST; QUALITY DESIGN; QUALITY ESTIMATION; STEEL PRODUCTS; TARGET QUALITY;

INDUSTRIAL RESEARCH; OPTIMIZATION; PRODUCT DESIGN; REGRESSION ANALYSIS; STEEL METALLURGY;

PARAMETER ESTIMATION;

EID: 79951722848     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2010.06.022     Document Type: Conference Paper

References (19)

1. S.S. Shivathaya, and X.D. Fang Fuzzy-logic-based ranking of steel grades generated by material design KBS Engineering Applications (Pubitemid 129590849)
2. H. Ishikawa, H. Tsukamoto, A. Tagane, H. Wada, M. Shibata, and K. Iwasa Development of quality design expert system for steel plate NKK Technical Review 142 1993 32 37
3. H. Yasuda, Y. Nakatsuka, A. Yamamoto, I. Takeuchi, and T. Hashimoto An expert system for the material design of large diameter steel pipes The Sumitomo Search 43 1 1991 28 34 (Pubitemid 21653480)
4. M. Yamashita Study on application of knowledge engineering to quality design Industrial Engineering in Iron and Steel 27 4 1989 37 41
5. M. Watanabe, Y. Iwata, N. Obama, K. Shirahata, K. Suematsu, T. Meiga, and H. Yamane Development of steel sections quality design expert system Nippon Steel Technical Report 343 1992 25 29
6. K. Omura, T. Watanabe, M. Konishi, N. Syosaki, and K. Maeoka Application of expert system for quality and process design of steel plates Proceedings of the IEEE Symposium on Emerging Technologies and Factory Automation 1994 92 98
7. T. Watanabe, A. Kitamura, K. Higuchi, and H. Ikeda Intelligent manufacturing database techniques for quality and process design of steel plate Proceedings of IEEE International Conference on Emerging Technologies and Factory Automation 2003 596 603
8. Q. Zheng, and H. Kimura Just-in-time modeling for function prediction and its applications Asian Journal of Control 3 1 2001 35 44 (Pubitemid 32982095)
9. K. Fujiwara, M. Kano, S. Hasebe, and A. Takinami Soft-sensor development using correlation-based just-in-time modeling AIChE Journal 55 7 2009 1754 1765
10. M. Kishi, K. Kimura, J. Ota, and S. Yamamoto Shrinkage prediction of a steel production via model-on-demand Proceedings of 11th IFAC Symposium on automation in Mining, Mineral and Metal processing 2004
11. G. Bontempi, M. Birattari, and H. Bersini Lazy learning for local modelling and control design International Journal of Control 72 1999 643 658
12. D. Maron, and A.W. Moore The racing algorithm: model selection for lazy learners Artificial Intelligence Review 11 1997 193 225 (Pubitemid 127508239)
13. M. Birattari, G. Bontempi, and H. Bersini Lazy learning meets the recursive least squares algorithm Advances in Neural Information Processing Systems 12 1999 375 381
14. W.S. Cleveland, and S.J. Delvin Locally weighted regression: an approach to regression analysis by local fitting Journal of the American Statistical Association 83 403 1988 596 610
15. C.G. Atkeson, A.W. Moore, and S. Schaal Locally weighted learning Artificial Intelligence Review 11 1997 11 73 (Pubitemid 127508233)
16. H. Shigemori, and S. Kawamura Optimum quality design support system for steel products using locally-weighted regression model Proceedings of SICE Annual Conference 2007 810 815
17. M. Kano, K. Miyazaki, S. Hasebe, and I. Hashimoto Inferential control system of distillation compositions using dynamic partial least squares regression Journal of Process Control 10 2-3 2000 157 166 (Pubitemid 30556713)
18. M. Kano, and Y. Nakagawa Data-based process monitoring, process control, and quality improvement: recent developments and applications in steel industry Computers & Chemical Engineering 32 1-2 2008 12 24 (Pubitemid 350016270)
19. H Kamohara, A. Takinami, M. Takeda, M. Kano, S. Hasebe, and I. Hashimoto Product quality estimation and operating condition monitoring for industrial ethylene fractionator Journal of Chemical Engineering of Japan 37 3 2004 422 428 (Pubitemid 38629725)