Neural networks for combined control of capacitor banks and voltage regulators in distribution systems

IEEE Transactions on Power Delivery

Volumn 11, Issue 4, 1996, Pages 1921-1928

  Gu, Z ^a   Rizy, D T ^a  

^a OAK RIDGE NATIONAL LABORATORY   (United States)

Author keywords

Artificial intelligence; Capacitor control; Distribution automation; Neural networks; Real time power systems control; Regulator control

Indexed keywords

CAPACITOR STORAGE; ELECTRIC LINES; ELECTRIC LOADS; ELECTRIC LOSSES; FEEDBACK; MONTE CARLO METHODS; NEURAL NETWORKS; REAL TIME SYSTEMS; SWITCHING NETWORKS; VOLTAGE CONTROL; VOLTAGE REGULATORS;

ELECTRIC POWER DISTRIBUTION AUTOMATION; FEEDER VOLTAGE CONTROL;

ELECTRIC POWER DISTRIBUTION;

EID: 0030258909     PISSN: 08858977     EISSN: None     Source Type: Journal    
DOI: 10.1109/61.544277     Document Type: Article

References (10)

1. V. S. S. Vankayala and N. D. Rao, "Artificial neural networks and their applications to power systems - a bibliographical survey," Electric Power Systems Research, vol. 28, 1993, pp. 67-79.
2. N. I. Santoso and O. T. Tan, "Neural-net based real-time control of capacitors installed on distribution systems," IEEE Trans. Power Delivery, vol. 5, no. 1, Jan. 1990, pp. 266-72.
3. Y. Y. Hsu and C. C. Yang, "A hybrid artificial neural network-dynamic programming approach for feeder capacitor scheduling", IEEE Trans. Power systems, vol. 9, no. 2, May, 1994, pp. 1069-75.
4. K. Hornik, M. Stinchcombe and H. White, "Multilayered feedforward neural networks are universal approximators, " Neural Networks, vol. 2. 1989, pp. 359-366.
5. Z. Gu and W. A. Sethares, "Structural adaptation of neural networks for logic functions, " Proc. Conf. Information Science and Systems, Baltimore, MD, May 1989, pp. 578-83.
6. S. E. Fahlman and C. Lebiere, "The cascade-correlation learning architecture," Tech. Rep. No. CMU-CS-90-100, School of Computer Science, Carnegie-Mellon Univ., Pittsburgh, PA, 1991.
7. T. C. Lee, A. M. Peterson and J. C. Tsai, "A multi-layer feed-forward neural network with dynamically adjustable structures," IEEE Intl. Conf. Systems, Man, and Cybernetics, Los Angeles, CA, 1990, pp. 367-69.
8. J. J. Choi, P. Arabshahi, R. J. Marks II and T. P. Caudell, "Fuzzy parameter adaptation in neural systems," Intl. Joint Conf. on Neural Networks, vol. 1, Baltimore, MD, 1992, pp. 232-38.
9. R. A. Jacobs, "Increased rates of convergence through learning rate adaptation," Neural Networks, vol. 1, 1988, pp. 295-307.
10. J. J. Grainger and S. Civanlar, "Volt/var control on distribution systems with lateral branches using shunt capacitors and voltage regulators," IEEE Trans. Power Apparatus and Systems, vol. PAS-104, no. 11, Nov., 1985, pp. 3278-97.