Prediction of animal-related failures in overhead distribution systems using neural network and wavelet transform techniques

2006 38th Annual North American Power Symposium, NAPS-2006 Proceedings

Volumn , Issue , 2006, Pages 15-22

  Gui, Min ^b   Pahwa, Anil ^a,b   Das, Sanjoy ^b  

^a IEEE

^b Kansas State University

Author keywords

Animal related failures; Discrete wavelet transform; Neural network; Overhead distribution system

Indexed keywords

COMBINED METHODS; DISTRIBUTION SYSTEM RELIABILITIES; FAILURE PREDICTIONS; OUTPUT SERIES; OVERHEAD DISTRIBUTION SYSTEM; SIGNIFICANT FACTORS; SIMULATION RESULTS; TIME SERIES; WAVELET RECONSTRUCTIONS; WAVELET TRANSFORM TECHNIQUES;

ANIMALS; DISCRETE WAVELET TRANSFORMS; ELECTRIC POWER DISTRIBUTION; LOCAL AREA NETWORKS; METROPOLITAN AREA NETWORKS; VEGETATION; WAVELET TRANSFORMS;

NEURAL NETWORKS;

EID: 48449083788     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NAPS.2006.360147     Document Type: Conference Paper

References (8)

1. Y. Zhou, A. Pahwa, and S. Das, "Prediction of Weather-Related Failures of Overhead Distribution Feeders," Proc. of the 35th North American Power Symposium, University of Missouri, Rolla, MO, Oct. 2003.
2. S. Sahai and A. Pahwa, "Failures of Overhead Distribution System Lines Due to Animals," Proceedings of the36th North American Power Symposium, University of Idaho, Moscow, Idaho, USA, Aug. 2004.
3. S. Sahai and A. Pahwa, "A Probabilistic Approach for Animal-Caused Outages in Overhead Distribution Systems," Proceedings of the9th International Conference On Probabilistic Methods Applied To Power Systems, Royal Institute of Technology, Stockholm, Sweden, Jun. 2006.
4. H. S. Hippert et al. "Neural networks for short-term load forecasting: A Review and Evaluation," IEEE Trans. on Power Systems, vol. 16, no. 1, Feb. 2001, pp. 44-54.
5. G. Beylkin and N. Satio. "Wavelets, their autocorrelation functions and multi-resolution representation of signals", IEEE Trans. Signal Processing, Vol. 7, pp.147-164, 1997.
6. D. B. Percival and A. T. Walden. "Discrete Wavelet Transform," Wavelet Methods for Time Series Analysis, Cambridge University Press, United Kingdom, 2000, pp.56-158.
7. "Wavelet Toolbox User's Guide," The MATH WORKS Inc., version 2, September 2000.
8. T. Poggio and F. Girosi, "Networks for approximation and learning", Proc. of IEEE, vol. 78, pp. 1481-1497, 1990.