Power system transient stability margin estimation using neural networks

International Journal of Electrical Power and Energy Systems

Volumn 33, Issue 4, 2011, Pages 983-991

  Karami, A ^a  

^a UNIVERSITY OF GUILAN   (Iran)

Author keywords

Neural networks; PEBS method; Power system transient stability; Transient energy function

Indexed keywords

BUS SYSTEMS; MLP NEURAL NETWORKS; MULTI-LAYERED; NEW ENGLAND; NONLINEAR MAPPINGS; OPERATING CONDITION; PEBS METHOD; PERCEPTRON; POTENTIAL ENERGY BOUNDARY SURFACES; POWER SYSTEM TRANSIENT STABILITY; POWER SYSTEMS; ROTOR ANGLE; TIME-DOMAIN SIMULATIONS; TRAINING SETS; TRANSIENT ENERGY FUNCTION;

COMPUTER SIMULATION; SYSTEM STABILITY; TIME DOMAIN ANALYSIS;

NEURAL NETWORKS;

EID: 79952451632     PISSN: 01420615     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijepes.2011.01.012     Document Type: Article

References (28)

1. L.L. Grigsby Power system stability and control 2007 CRC Press
2. IEEE/CIGRE Joint Task Force. Definition and classification of power system stability. IEEE Trans Power Syst 2004; 1(2).
3. Bettiol AL, Souza A, Todesco JL, Tesch Jr JR. Estimation of critical clearing times using neural network. In: IEEE Bologna powertech conference, Bologna, Italy; 2003.
4. P. Kundur Power system stability and control 1994 McGraw-Hill
5. M. Pavella, and P.G. Murthy Transient stability of power systems: theory and practice 1994 John Wiley and Sons
6. M.A. Pai Energy function analysis for power system stability 1989 Kluwer
7. A.A. Fouad, and V. Vittal Power system transient stability analysis using the transient energy function method 1992 Prentice-Hall
8. Xue Y, Cutsem TV, Pavella M. Extended equal area criterion justifications, generalizations, applications. IEEE Trans Power Syst 1989; 4: 44-52.
9. Y. Xue, T.V. Cutsem, and M. Pavella A simple direct method for fast transient stability assessment of large power systems IEEE Trans Power Syst 13 1998 400 412
10. L.D. Colvara Stability analysis of power systems described with detailed models by automatic method Int J Electr Power Energy Syst 31 2009 139 145
11. Dillon TS, Niebur D. Neural networks applications in power systems. CRL Publishing Ltd; 1996.
12. D.J. Sobajic, and Y.H. Pao Artificial neural-net based dynamic security assessment for electric power systems IEEE Trans Power Syst 4 1 1989 220 226
13. M. Djukanovic, D.J. Sobajic, and Y.H. Pao Neural-net based unstable machine identification using individual energy functions Int J Electr Power Energy Syst 13 5 1991 255 262
14. Y.H. Pao, and D.J. Sobajic Combined use of unsupervised and supervised learning for dynamic security assessment IEEE Trans Power Syst 7 2 1992 878 884
15. Q. Zhou, J. Davidson, and A.A. Foaud Application of artificial neural networks in power system security and vulnerability assessment IEEE Trans Power Syst 9 1 1994 525 532
16. E. Hobson, and G.N. Allen Effectiveness of artificial neural networks for first swing stability determination of practical systems IEEE Trans Power Syst 9 2 1994 1062 1068
17. F. Aboytes, and R. Ramirez Transient stability assessment in longitudinal power systems using artificial neural networks IEEE Trans Power Syst 11 4 1996 2003 2010 (Pubitemid 126781378)
18. A.G. Bahbah, and A.A. Girgis New method for generators' angles and angular velocities prediction for transient stability assessment of multimachine power systems using recurrent artificial neural network IEEE Trans Power Syst 19 2 2004 1015 1022
19. Y.J. Lin Explaining critical clearing time with rules extracted from a multilayer perceptron artificial neural network Int J Electr Power Energy Syst 32 2010 873 878
20. K. Hornik, M. Stinchcombe, and H. White Universal approximation of unknown mapping and its derivatives using multilayer feedforward networks Neural Networks 3 1990 551 560
21. Kakimoto N, Ohsawa Y, Hayashi M. Transient stability analysis of electric power system via Lur'e type Lyapunov function, part I and II. Trans IEE Jpn 1978; 98-E(5/6): 63-79.
22. Haykin S. Neural networks: a comprehensive foundation. 2nd ed. Prentice-Hall; 1999.
23. Demuth H, Beale M, Hagan M. Neural networks toolbox user's guide for use with matlab 7. The Mathworks Inc; 2006. < http://www.mathworks.com/ >.
24. M. Riedmiller, and H. Braun A direct adaptive method for faster back-propagation learning: the RPROP algorithm IEEE Int Conf Neural Networks 1 1993 586 589
25. M.A. Pai, M. Laufenberg, and P.W. Sauer Some clarifications in the transient energy function method Int J Electr Power Energy Syst 18 1 1996 65 72 (Pubitemid 126384994)
26. T. Athay, R. Podmore, and S. Virmani A practical method for direct analysis of transient stability IEEE Trans power Syst 98 2 1979 573 584 (Pubitemid 9433780)
27. H.D. Chiang, F.F. Wu, and P. Varaiya Foundation of the potential energy boundary surface method for power system transient stability analysis IEEE Trans Circ Syst 35 6 1989 712 728
28. A. Karami, and M.S. Mohammadi Radial basis function neural network for power system load-flow Int J Electr Power Energy Syst 30 2008 60 66 (Pubitemid 350266840)