Kernel learning adaptive one-step-ahead predictive control for nonlinear processes

Asia-Pacific Journal of Chemical Engineering

Volumn 3, Issue 6, 2008, Pages 673-679

  Liu, Yi ^a   Wang, Haiqing ^a   Li, Ping ^a  

^a STATE KEY LABORATORY OF INDUSTRIAL CONTROL TECHNOLOGY   (China)

Author keywords

Adaptive control; Kernel learning; Nonlinear processes; Predictive control

Indexed keywords

ADAPTIVE ALGORITHMS; CHEMICAL ENGINEERING; CHEMICAL REACTIONS; CONTROL THEORY; CONVERGENCE OF NUMERICAL METHODS; EDUCATION; LEARNING ALGORITHMS; PREDICTIVE CONTROL SYSTEMS; PROPORTIONAL CONTROL SYSTEMS; REAL TIME CONTROL; REAL TIME SYSTEMS;

ADAPTIVE CONTROL; ANALYTICAL CONTROLS; CHEMICAL PROCESSES; CONTROL STRATEGIES; CONVERGENCE ANALYSIS; EFFICIENT COMPUTATIONS; KERNEL LEARNING; KERNEL LEARNINGS; MAIN STRUCTURES; NEW CONCEPTS; NONLINEAR PROCESSES; NUMERICAL SIMULATIONS; PREDICTIVE CONTROL; PREDICTIVE CONTROLS; PREDICTIVE MODELS; PROCESS DISTURBANCES; TAYLOR LINEARIZATIONS; TIME CONTROLS; TRACKING ABILITIES; UNKNOWN DISTURBANCES;

PROCESS CONTROL;

EID: 57449084552     PISSN: 19322135     EISSN: 19322143     Source Type: Journal    
DOI: 10.1002/apj.201     Document Type: Article

References (18)

1. M.S. Ahmed. IEEE Trans. Automat. Contr., 2000; 45(1), 119-124.
2. F.R. Gao, F.L. Wang. M.Z. Li. Chem. Eng. Sci., 2000; 55, 1283-1288.
3. K.J. Hunt, D. Sbarbaro, R. Zbikowski, P.J. Gawthrop. Automatica, 1992; 28(6), 1083-1112.
4. C.H. Lu, C.C. Tsai. J. Process Control, 2007; 17(1), 83-92.
5. E.P. Nahas, M.A. Henson, D.E. Seborg. Comput. Chem. Eng., 1992; 16(12), 1039-1057.
6. K.S. Narendra, K. Parthasarathy. IEEE Trans. Neural Netw., 1990; 1(1), 4-27.
7. G. Lightbody, G.W. Irwin. IEEE Trans. Neural Netw., 1997; 8(3), 553-567.
8. th IFAC World Congress, Seoul, 2008,; 9679-9684.
9. V. Vapnik. The Nature of Statistical Learning Theory, Springer-Verlag: New York, 1995.
10. B. Schölkopf, A.J. Smola. Learning with Kernels, The MIT Press: Cambridge, MA, 2002.
11. J.A.K. Suykens, T. van Gestel, J. de Brabanter, B. de Moor, J. Vandewalle. Least Squares Support Vector Machines, World Scientific: Singapore, 2002.
12. H.T. Toivonen, S. Totterman, B. Akesson. Int. J. Control, 2007; 80(9), 1454-1470.
13. H.Q. Wang, P. Li, F.R. Gao, Z.H. Song, S.X. Ding. AIChE J., 2006; 52(10), 3515-3531.
14. Z.J. Bao, D.Y. Pi, Y.X. Sun. Chin. J. Chem. Eng., 2007; 15(5), 691-697.
15. W.M. Zhong, G.L. He, D.Y. Pi, Y.X. Sun. Chin. J. Chem. Eng., 2005; 13(3), 373-379.
16. S. Iplikci. Int. J. Robust Nonlinear Cont., 2006; 16, 843-862.
17. G.C. Goodwin, K.S. Sin. Adaptive Filtering Prediction and Control, Prentice-Hall: Englewood Cliffs, NJ, 1984.
18. S.J. Qin, T.A. Badgwell. Control Eng. Pract., 2003; 11(7), 733-764.