Predictive system for blast furnaces by integrating a neural network with qualitative analysis

Engineering Applications of Artificial Intelligence

Volumn 14, Issue 1, 2001, Pages 77-85

  Chen, Jian ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

BLAST FURNACES; MATHEMATICAL MODELS; NEURAL NETWORKS; PIG IRON; PREDICTIVE CONTROL SYSTEMS; SILICON;

CAUSAL ANALYSIS; QUALITATIVE REASONING;

ARTIFICIAL INTELLIGENCE;

EID: 0035253981     PISSN: 09521976     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0952-1976(00)00062-2     Document Type: Article

References (19)

1. Chen J. Predicting system based on combining an adaptive predictor and a knowledge base as applied to a blast furnace. Journal of Forecasting. 12(2):1993;93-102.
2. Chen J., Xu D. An improved back propagation algorithm. Gu J. Proceedings of Systems Science and Systems Engineering. 1998;408-411 Scientific and Technical Documents Publishing House, Beijing.
3. De Kleer J., Brown J.S. A qualitative physics based on confluence. Artificial Intelligence. 24:1984;7-83.
4. Ergezinger S., Thomsen E. An accelerated learning algorithm for multilayer perceptrons. optimization layer by layer IEEE Transactions on Neural Networks. 6:1995;31-41.
5. Fielden C.J., Wood B.I. A dynamic digital simulation of a blast furnace. Journal of Iron and Steel Inst. 206:1968;650-658.
6. Forbus K.D. Qualitative process theory. Artificial Intelligence. 24:1984;85-168.
7. Fouche P., Kuipers B.J. Reasoning about energy in qualitative simulation. IEEE Transactions on Systems, Man and Cybernetics. 22(1):1992;47-63.
8. Iida, O. et al., 1989. Blast furnace control by artificial intelligence. In: Rodd, M.G., Suski, G.J. (Eds.), Artificial Intelligence in Real-Time Control. Swansea, UK, pp. 73-78.
9. Jin G. A mathematic model for predicting the Si-content and temperature of pig iron. Iron Smelting. 5(2):1986;8-16.
10. Keyser R., Van Canwenberghe A. A self-tuning multistep predictor application. Automatica. 17:1981;167-174.
11. Kuipers B. Qualitative simulation. Artificial Intelligence. 29:1986;289-338.
12. Li T.et al. Self-learning algorithm of fuzzy semantic inference. Acta Automatica Sinica. 10:1984;329-336.
13. Liu Y. The influence of the relation between the temperature and Si-content of pig iron by technique and melting condition. Iron Smelting. 4(4):1985;55-57.
14. Nakajima, R., 1987. Operation control system of blast furnace by artificial intelligence. AIME 46th Iron-Making Conference Proceedings, pp. 155-157.
15. Rumelhart, D.E., et al., 1986. Learning internal representations by error propagation. In: Rumelhart, D.E., McClelland, J.L. (Eds.), Parallel Distributed Processing: Explorations in the Microstructures of Cognition, Foundations, Vol. I. MIT Press, Cambridge, MA.
16. Say A.C.C. L'Hopital's filter for QSIM. IEEE Transactions on Pattern Analysis and Machine Intelligence. 20(1):1998;1-8.
17. Unbehauen, H., Diekman, K., 1982. Application of MIMO identification to a blast furnace. Sixth IFAC Symposium on Identification and System Parameter Estimation, pp. 235-240.
18. Wang, Y., Chen, J., 1995. A framework of decision analysis integrating qualitative reasoning and quantitative models. Proceedings of 1995 IEEE International Conference on Systems, Man and Cybernetics, Vancouver, pp. 346-450.
19. Wang J., Fang C. Computer Systems for Process Control. 1992;37 Tsinghua University Press, Beijing.