Recurrent neural networks for phasor detection and adaptive identification in power system control and protection

IEEE Transactions on Instrumentation and Measurement

Volumn 45, Issue 2, 1996, Pages 657-664

  Kamwa, Innocent ^a,b   Grondin, Robert ^a,b   Sood, Vijay K ^a,b   Gagnon, Charles ^b   Nguyen, Van Thich ^b   Mereb, Joseph ^b  

^a IEEE

^b HYDRO QUÉBEC   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE CONTROL SYSTEMS; ALGORITHMS; DIGITAL FILTERS; ELECTRIC POWER SYSTEM PROTECTION; ELECTRIC POWER SYSTEMS; IDENTIFICATION (CONTROL SYSTEMS); LEARNING SYSTEMS; MATHEMATICAL MODELS; NONLINEAR SYSTEMS; REAL TIME SYSTEMS; VECTORS; WAVEFORM ANALYSIS;

ADAPTIVE IDENTIFICATION; PHASOR DETECTION; PSEUDOGRADIENT TRAINING; RECURRENT NEURAL NETWORKS; SYNTHETIC SIGNALS; TIME INVARIANT WEIGHTS;

NEURAL NETWORKS;

EID: 0030128348     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/19.492805     Document Type: Article

References (20)

1. J. Lambert, D. McNabb, and A. G. Phadke, "Accurate voltage phasor measurement in a series-compensated network,"IEEE Trans. Power Delivery, vol. 9, no. 1, Jan. 1994.
2. Ph. Denys, C. Counan, L. Hossenlopp, and C. Holweck, "Measurement of voltage phase for the french future defence plan against losses of synchronism,"IEEE Trans. Power Delivery, vol. 7, no. 1, pp. 62-69, Jan. 1992.
3. I. Kamwa and R. Grondin, "Fast adaptive schemes for tracking voltage phasor and local frequency in power transmission and distribution systems,"IEEE Trans. Power Delivery, vol. 7, no. 2, pp. 789-795, Apr. 1992.
4. O. Nerrand, P. Roussel-Ragot, L. Personnaz, and G. Dreyfus, "Neural networks and nonlinear adaptive filtering: Unifying concepts and new algorithms,"Neural Computation, vol. 5, pp. 165-199, 1993.
5. P. S. Sastry, G. Santharam, and K. P. Unnikrishnam, "Memory neuron networks for identification and control of dynamical system,"IEEE Trans. Neural Networks, vol. 5, no. 2, pp. 306-319, Mar. 1994.
6. M. P. Kennedy and L. O. Chua, "Neural networks for nonlinear programming,"IEEE Trans. Circuits Syst., vol. CAS-35, pp. 554-562, 1988.
7. A. Cichocki and T. Lobos, "Adaptive analogue network for real-time estimation of basic waveforms of voltages and currents,"IEE Proc.-C, vol. 139, no. 4, pp. 343-350, 1992.
8. S. Osowski, "Neural network for estimation of harmonic components in a power system,"IEE Proc.-C, vol. 139, no. 2, pp. 129-135, 1992.
9. A. D. Culhane, M. C. Peckerar, and C. R. Marrian, "A neural net approach to discrete Hartley and Fourier transforms,"IEEE Trans. Signal Processing, vol. 36, no. 5, pp. 695-703, May 1989.
10. S. I. Sudharsanan and M. K. Sundareshan, "Training of three-layer dynamical recurrent neural network for nonlinear input-output mapping," in Proc. Int. Joint Conf. Neural Networks, Seattle, WA, 1991, vol. 2, pp. 111-116.
11. A. Karaksoglu, S. I. Sudharsanan, and M. K. Sundareshan, "Identification and decentralized adaptive control using dynamical neural networks with application to robotic manipulators,"IEEE Trans. Neural Networks, vol. 4, no. 6, pp. 919-930, Nov. 1993.
12. U. Ramacher and P. Nachbar, "The Hamiltonian approach to neural networks dynamics," in Proc. Int. Joint Conf. Neural Networks, Seattle, WA, 1991, vol. 2, pp. 1930-1936.
13. K. P. Venugopal, A. S. Pandya, and R. Sudhakar, "A recurrent neural network controller and learning algorithm for on-line learning control of autonomous underwater vehicles,"Neural Networks, vol. 7, no. 5, pp. 833-846, 1994.
14. J. Karhunen and J. Joutsensalo, "Learning of sinusoidal frequencies by nonlinear constrained Hebbian algorithms," in Proc. IEEE-SP Workshop on Neural Networks for Signal Processing (Cat. no. 92THO430-9), Helsingoer, Denmark, Aug. 31-Sept. 2, 1992, pp. 39-47.
15. M. Sun and R. J. Sclabassi, "Discrete-time instantaneous frequency and its computation,"IEEE Trans. Signal Processing, vol. 41, no. 5, pp. 1968-1880, May 1993.
16. S. M. Kay, "Statistically/computationally efficient frequency estimation," in Proc. IEEE 1988 Intl. Conf. on Acoustics, Speech, and Signal Processing, New York, pp. 2292-2295.
17. C. M. Loeffler and R. E. Leonard, Jr., "Phase unwrapping via median filtering," in Proc. IEEE 1990 Intl. Conf. Acoustics, Speech, and Signal Processing, Mar. 1984, vol. 3, pp. 46.8.1-46.8.3.
18. G. Sybille, L. Gérin-Lajoie, and P. Giroux, "Inter-actions between static Var compensators and series compensation on Hydro-Québec 735 kV network,"CEA, HVDC & SVC Controls Committee, Vancouver, Mar. 1992.
19. T. S. Sidhu and M. S. Sachdev, "On-line identification of magnetizing inrush and internal faults in three-phase transformers,"IEEE Trans. Power Delivery, vol. 7, no. 4, pp. 1885-1891, Oct. 1992.
20. H. Demuth and M. Beale, Neural Network Toolbox for Use with MATLAB. Natick, MA: Math Works, 1994.