Drifting modeling method using weighted support vector machines with application to soft sensor

Zidonghua Xuebao/Acta Automatica Sinica

Volumn 30, Issue 3, 2004, Pages 436-441

  Feng, Rui ^a   Zhang, Yue Jie ^a   Zhang, Yan Zhu ^b   Shao, Hui He ^c  

^a FUDAN UNIVERSITY   (China)

^b SHENYANG UNIVERSITY OF TECHNOLOGY   (China)

^c SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Locally weighted learning; Modeling; Support vector machines; Weighted support vector machines

Indexed keywords

FLUID CATALYTIC CRACKING; GAS FURNACES; LEARNING ALGORITHMS; PROCESS CONTROL;

DRIFTING MODELING METHOD; LOCALLY WEIGHTED LEARNING; SOFT SENSOR; WEIGHTED SUPPORT VECTOR MACHINES;

LEARNING SYSTEMS;

EID: 3442892506     PISSN: 02544156     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (10)

1. Takagi T, Sugeno M. Fuzzy identification of systems and its applications to modeling and control. IEEE Transactions on Systems, Man and Cybernetics, 1985, (15): 116-132
2. Bottou L, Vapnik V. Local learning algorithms. Neural Computation, 1992, 4(6): 888-900
3. Vapnik V. Nature of Statistical Learning Theory. New York: Springer Verlag, 1995
4. Zhang Xue-Gong. Introduction to statistical learning theory and support vector machines. Acta Automatica Sinica, 2000, 26(1): 32-42(in Chinese)
5. Hsu Chih-Wei, Lin Chih-Jen. A comparison of methods for multiclass support vector machines. IEEE Transactions on Neural Networks, 2002, 13(2): 415-425
6. Gomez-Skarmeta A F, Delgado M, Vila M A. About the use of fuzzy clustering techniques for fuzzy model identification. Fuzzy Sets and Systems, 1999, 106(2): 179-188
7. Atkeson C G, Moore A W, Schaal S. Locally weighted learning. AI Review, 11(1): 11-73
8. Box G E P, Jenkins G M. Time Series Analysis Forecasting and Control. San Francisco, CA: Holden-Day, 1970
9. Lin Chun-Fu, Sheng-De Wang. Fuzzy Support Vector Machines. IEEE Transactions on Neural Networks, 2002, 13(2): 464-471
10. Wang Yong-Sheng. Studies on soft sensor theories, methods, software package, and industrial application[Ph. D. dissertation]. Shanghai Jiaotong University, 2000(in Chinese)