Adaptive-critic-based optimal neurocontrol for synchronous generators in a power system using MLP/RBF neural networks

IEEE Transactions on Industry Applications

Volumn 39, Issue 5, 2003, Pages 1529-1540

  Park, Jung Wook ^a   Harley, Ronald G ^a   Venayagamoorthy, Ganesh Kumar ^b  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^b Architectural and Environmental Engineering   (United States)

Author keywords

Adaptive critic design (ACD); Heuristic dynamic programming (HDP); Multiplayer perceptron network (MLPN); Optimal neurocontroller; Radial basis function network (RBFN); Synchronous generator

Indexed keywords

ADAPTIVE CONTROL SYSTEMS; COMPUTER SIMULATION; DYNAMIC PROGRAMMING; ELECTRIC POWER SYSTEMS; GOVERNORS; HEURISTIC PROGRAMMING; MULTILAYER NEURAL NETWORKS; OPTIMAL CONTROL SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; SYNCHRONOUS GENERATORS; TURBINES; VOLTAGE REGULATORS;

ADAPTIVE CRITIC DESIGN; CONVENTIONAL CONTROLLERS; HEURISTIC DYNAMIC PROGRAMMING; OPTIMAL NEUROCONTROL;

CONTROL SYSTEM SYNTHESIS;

EID: 0242337541     PISSN: 00939994     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIA.2003.816493     Document Type: Article

References (22)

1. P. M. Anderson and A. A. Fouad, Power System Control and Stability. New York: IEEE Press, 1994.
2. B. Adkins and R. G. Harley, The General Theory of Alternating Current Machines. London, U.K.: Chapman & Hall, 1975.
3. P. Shamsollahi and O. P. Malik, "Direct neural adaptive control applied to synchronous generator," IEEE Trans. Energy Conversion, vol. 14, pp. 1341-1346, Dec. 1999.
4. Y.-M. Park, M.-S. Choi, and K. Y. Lee, "A neural network-based power system stabilizer using power flow characteristics," IEEE Trans. Energy Conversion, vol. 11, pp. 435-441, June 1996.
5. G. K. Venayagamoorthy and R. G. Harley, "A continually online trained neurocontroller for excitation and turbine control of a turbogenerator," IEEE Trans. Energy Conversion, vol. 16, pp. 261-269, Sept. 2001.
6. R. Segal, M. L. Kothari, and S. Madnani, "Radial basis function (RBF) network adaptive power system stabilizer," IEEE Trans. Power Syst., vol. 15, pp. 722-727, May 2000.
7. E. Swidenbank, S. McLoone, D. Flynn, G. W. Irwin, M. D. Brown, and B. W. Hogg, "Neural network based control for synchronous generators," IEEE Trans. Energy Conversion, vol. 14, pp. 1673-1678, Dec. 1999.
8. J.-W. Park, R. G. Harley, and G. K. Venayagamoorthy, "Comparison of MLP and RBF neural networks using deviation signals for on-line identification of a synchronous generator," in Proc. 2002 IEEE PES Winter Meeting, vol. 1, New York, January 2002, pp. 274-279.
9. ____, "Comparison of MLP and RBF neural networks using deviation signals for indirect adaptive control of a synchronous generator," in Proc. Int. Joint Conf. Neural Networks, IJCNN02, May 2002, pp. 919-924.
10. W. T. Miller, R. S. Sutton, and P. J. Werbos, Neural Networks for Control. Cambridge, MA: MIT Press, 1990.
11. P. J. Werbos, "Approximate dynamic programming for real-time control and neural modeling," in Handbook of Intelligent Control, D. White and D. Sofge, Eds. New York: Van Nostrand Reinhold, 1992, pp. 493-526.
12. D. V. Prokhorov and D. C. Wunsch, "Adaptive critic designs," IEEE Trans. Neural Networks, vol. 8, pp. 997-1007, Sept. 1997.
13. D. V. Prokhorov, "Adaptive critic designs and their applications," Ph.D. dissertation, Texas Tech University, Lubbock, TX, 1997.
14. J. Si and Y.-T. Wang, "On-line learning control by association and reinforcement," IEEE Trans. Neural Networks, vol. 12, pp. 264-276, Mar. 2001.
15. G. K. Venayagamoorthy, R. G. Harley, and D. C. Wunsch, "Comparison of heuristic dynamic programming and dual heuristic programming adaptive critics for neurocontrol of a turbogenerator," IEEE Trans. Neural Networks, vol. 13, pp. 764-773, May 2002.
16. ____, "Dual heuristic programming excitation neurocontrol for generators in a multimachine power system," in Conf. Rec. IEEE-IAS Annu. Meeting, vol. 2, 2001, pp. 926-931.
17. W. L. Brogan, Modern Control Theory. Englewood Cliffs, NJ: Prentice-Hall, 1991.
18. J. Gregory and C. Kin, Constrained Optimization in the Calculus of Variations and Optimal Control Theory. New York: Van Nostrand Reinhold, 1992.
19. D. P. Bertsekas, Dynamic Programming and Optimal Control. Belmont, MA: Athena Scientific, 2001.
20. D. A. White and M. I. Jordan, "Optimal control: a foundation for intelligent control," in Handbook of Intelligent Control, D. White and D. Sofge, Eds. New York: Van Nostrand Reinhold, 1992, pp. 185-214.
21. P. J. Werbos, "Backpropagation through time: What it does and how to do it," Proc. IEEE, vol. 78, pp. 1550-1560, Oct. 1990.
22. Z. Uykan, C. Guzelis, M. E. Celebi, and H. N. Koivo, "Analysis of input-output clustering for determining centers of RBFN," IEEE Trans. Neural Networks, vol. 11, pp. 851-858, July 2000.