New method for generators' angles and angular velocities prediction for transient stability assessment of multimachine power systems using recurrent artificial neural network

IEEE Transactions on Power Systems

Volumn 19, Issue 2, 2004, Pages 1015-1022

  Bahbah, Amr G ^a   Girgis, Adly A ^b  

^a CLEMSON UNIVERSITY   (United States)

^b AMRL   (United States)

Author keywords

Instability detection; Multilayer perceptron; Power system transient stability assessment; Radial basis function; Recurrent neural networks

Indexed keywords

DIFFERENTIAL EQUATIONS; MULTILAYER NEURAL NETWORKS; PARALLEL PROCESSING SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; TRANSIENTS;

EXTENDED EQUAL AREA CRITERION; INSTABILITY DETECTION; MULTIMACHINE POWER SYSTEMS; TRANSIENT ENERGY FUNCTION; TRANSIENT STABILITY ASSESSMENT;

RECURRENT NEURAL NETWORKS;

EID: 2542572507     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2004.826765     Document Type: Article

References (30)

1. P. M. Anderson and A. A. Fouad, Power System Control and Stability. New York: IEEE Press, 1994.
2. P. W. Sauer and M. A. Pai, Power System Dynamics and Stability. Englewood Cliffs, NJ: Prentice-Hall, 1998.
3. A. A. Fouad and V. Vittal, Power System Transient Stability Analysis Using the Transient Energy Function Method. Englewood Cliffs, NJ: Prentice-Hall, 1992.
4. H. D. Chiang, F. F. Wu, and P. P. Varaiya, "A BCU method for direct analysis of power system transient stability," IEEE Trans. Power Syst., vol. 9, pp. 1194-1208, Aug. 1994.
5. M. A. Pai, Energy Function Analysis for Power System Stability. Norwell, MA: Kluwer, 1989.
6. H. D. Chiang, F. F. Wu, and P. P. Varaiya, "Foundations of the potential energy boundary surface method for power system transient stability analysis," IEEE Trans. Circuits Syst., vol. 35, pp. 712-728, June 1988.
7. Y. Xue, T. V. Cutsem, and M. Ribbens-Pavella, "A simple direct method for fast transient stability assessment of large power systems," IEEE Trans. Power Syst., vol. 3, pp. 400-412, May 1988.
8. ____, "Extended equal area criterion justifications, generalizations, applications," IEEE Trans. Power Syst., vol. 4, pp. 44-52, Feb. 1989.
9. V. Brandwajn, A. B. R. Kumar, A. Ipakchi, A. Bose, and S. D. Kuo, "Severity indices for contingency screening in dynamic security assessment," IEEE Trans. Power Syst., vol. 12, pp. 1136-1142, Aug. 1997.
10. A. R. Edwards, K. W. Chan, R. W. Dunn, and A. R. Daniels, "Transient stability screening using artificial neural networks within a dynamic security assessment system," in Proc. Inst. Elect. Eng., Gen., Transm. Dist., vol. 143, Mar. 1996, pp. 129-134.
11. Y. Mansour, E. Vaahedi, and M. A. El-Sharkawi, "Large scale dynamic security screening and ranking using neural networks," IEEE Trans. Power Syst., vol. 12, pp. 954-960, May 1997.
12. T. Chen and H. Chen, "Approximation capability to functions of several variables, nonlinear functionals, and operators by radial basis function neural networks," IEEE Trans. Neural Networks, vol. 6, pp. 904-910, July 1995.
13. ____, "Universal approximation to nonlinear operators by neural networks with arbitrary activation functions and its application to dynamical systems," IEEE Trans. Neural Networks, vol. 6, pp. 911-917, July 1995.
14. K. Hornik, M. Stinchcombe, and H. White, "Universal approximation of unknown mapping and its derivatives using multilayer feedforward networks," Neural Networks, vol. 3, pp. 551-560, 1990.
15. G. P. Liu, V. Kadirkamanathan, and S. A. Billings, "Stable sequential identification of continuous nonlinear dynamical systems by growing radial basis function networks," Int. J. Control, vol. 65, no. 1, pp. 53-69, 1996.
16. K. S. Narendra and K. Parthasarathy, "Identification and control of dynamical systems using neural networks," IEEE Trans. Neural Networks, vol. 1, pp. 4-27, Mar. 1990.
17. G. W. Stagg and A. H. El-Abiad, Computer Methods in Power System Analysis. New York: McGraw-Hill, 1968.
18. P. Kundur, Power System Stability and Control. New York: McGraw-Hill, 1994.
19. W. T. Miller III, R. S. Sutton, and P. J. Werbos, Neural Networks for Control. Cambridge, MA: MIT Press, 1990.
20. Y.-J. Wang and C.-T. Lin, "Runge-Kutta neural networks for identification of dynamical systems in high accuracy," IEEE Trans. Neural Networks, vol. 9, pp. 294-307, Mar. 1998.
21. R. J. Schalkoff, Artificial Neural Networks. New York: McGraw-Hill, 1997.
22. A. G. Bahbah and A. A. Girgis, "Input feature selection for real-time transient stability assessment for artificial neural network (ANN) using ANN sensitivity analysis," in Proc. Power Ind. Comput. Applicat. Conf., Santa Clara, CA, May 1999, pp. 295-300.
23. A. G. Bahbah, "Power System Transient Stability Assessment for Real-Time Applications," Ph.D. dissertation, Clemson Univ., Clemson, SC, May 2000.
24. S. Haykin, Neural Networks, 2nd ed. Englewood Cliffs, NJ: Prentice-Hall, 1999, ch. 5.
25. S. Chen, S. A. Billings, and P. M. Grant, "Recursive hybrid algorithm for nonlinear identification using radial basis function networks," Int. J. Control, vol. 55, no. 5, pp. 1051-1070, 1992.
26. L. Yingwei, N. Sundararajan, and P. Saratchandran, "Performance evaluation of a sequential minimal radial basis function (RBF) neural network learning algorithm," IEEE Trans. Neural Networks, vol. 9, pp. 308-318, Mar. 1998.
27. S. Fabri and V. Kadirkamanathan, "Dynamic structure neural networks for stable adaptive control of nonlinear systems," IEEE Trans. Neural Networks, vol. 7, pp. 1151-1167, Sept. 1996.
28. V. Centeno et al., "Adaptive out-of-step relaying using phasor measurement techniques," IEEE Comput. Applicat. Power, vol. 6, pp. 12-17, Oct. 1993.
29. J. S. Thorp, A. G. Phadke, S. H. Horowitz, and M. M. Begovic, "Some applications of phasor measurements to adaptive protection," IEEE Trans. Power Syst., vol. 3, pp. 791-798, May 1988.
30. L. Wang and A. A. Girgis, "A new method for power system transient instability detection," IEEE Trans. Power Delivery, vol. 12, pp. 1082-1089, July 1997.