Feature extraction via multiresolution analysis for short-term load forecasting

IEEE Transactions on Power Systems

Volumn 20, Issue 1, 2005, Pages 189-198

  da Rocha Reis, Agnaldo J ^a,b   Alves da Silva, Alexandre P ^c  

^a FEDERAL UNIVERSITY OF ITAJUBÁ   (Brazil)

^b FEDERAL UNIVERSITY OF OURO PRETO   (Brazil)

^c FEDERAL UNIVERSITY OF RIO DE JANEIRO   (Brazil)

Author keywords

Load forecasting; Neural networks; Wavelets

Indexed keywords

ALGORITHMS; COMPETITION; COSTS; DEREGULATION; ELECTRIC UTILITIES; MATHEMATICAL MODELS; NEURAL NETWORKS; WAVELET TRANSFORMS;

CONTINUOUS WAVELET TRANSFORM; DISCRETE WAVELET TRANSFORM; SHORT TERM LOAD FORCEASTING;

ELECTRIC LOAD FORECASTING;

EID: 13844315896     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2004.840380     Document Type: Article

References (21)

1. D. C. Park, M. A. El-Sharkawi, R. J. Marks II, L. E. Atlas, and M. J. Damborg, "Electric load forecasting using an artificial neural network," IEEE Trans. Power Syst., vol. 6, no. 2, pp. 442-449, May 1991.
2. K. Y. Lee, Y. T. Cha, and J. H. Park, "Short-term load forecasting using an artificial neural network," IEEE Trans. Power Syst., vol. 7, no. 1, pp. 124-132, Feb. 1992.
3. A. G. Bakirtzis, V. Petridis, S. J. Klartzis, M. C. Alexiadis, and A. H. Maissis, "A neural network short-term load forecasting model for the Greek power system," IEEE Trans. Power Syst., vol. 11, no. 2, pp. 858-863, May 1996.
4. A. D. Papalexopoulos, S. Hao, and T. M. Peng, "An implementation of a neural network based load forecasting model for the EMS," IEEE Trans. Power Syst., vol. 9, no. 4, pp. 1956-1962, Nov. 1994.
5. A. Khotanzad, R. Afkhami-Rohani, and D. Maratukulam, "ANNSTLF - artificial neural network short-term load forecaster - generation three," IEEE Trans. Power Syst., vol. 13, no. 4, pp. 1413-1422, Nov. 1998.
6. H. S. Hippert, C. E. Pedreira, and R. C. Souza, "Neural networks for short-term load forecasting: A review and evaluation," IEEE Trans. Power Syst., vol. 16, no. 1, pp. 44-55, Feb. 2001.
7. D. W. Bunn, "Forecasting loads and prices in competitive power markets," Proc. IEEE, vol. 88, no. 2, pp. 163-169, Feb. 2000.
8. S. Mallat, "A theory for multiresolution signal decomposition - the wavelet representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 7, pp. 674-693, Jul. 1989.
9. M. Ning and C. Yunping, "An ANN and wavelet transformation based method for short term load forecast," in Proc. Int. Conf. Energy Manage. Power Del., vol. 2, Singapore, Mar. 1998, pp. 405-410.
10. B.-L. Zhang and Z.-Y. Dong, "An adaptive neural-wavelet model for short term load forecasting," Elect. Power Syst. Res., vol. 59, no. 2, pp. 121-129, Sep. 2001.
11. C.-I. Kim, I.-K. Yu, and Y. H. Song, "Kohonen neural network and wavelet transform based approach to short-term load forecasting," Elect. Power Syst. Res., vol. 63, no. 3, pp. 169-176, Oct. 2002.
12. A. Oonsivilai and M. E. El-Hawary, "Wavelet neural network based short term load forecasting of electric power system commercial load," in Proc. IEEE Canadian Conf. Elect. Comput. Eng., vol. 3, Edmonton, AB, Canada, May 1999, pp. 1223-1228.
13. C.-M. Huang and H.-T. Yang, "Evolving wavelet-based networks for short-term load forecasting," Proc. Inst. Elect. Eng. Gen. Trans. Distrib., vol. 148, no. 3, pp. 222-228, May 2001.
14. G. Strang and T. Nguyen, Wavelets and Filter Banks. Cambridge, MA: Wellesley-Cambridge, 1996, p. 490.
15. M. Misiti, Y. Misiti, G. Oppenheim, and J.-M. Poggi, "Décomposition par ondelettes et méthodes comparatives: étude d'une courbe de charge électrique," Revue de Statistique Appliquée, vol. XLII, no. 2, pp. 57-77, 1994.
16. M. Misiti, Wavelet Toolbox Manual - User's Guide. Natick, MA: Math Works, 1996, p. 626.
17. R. R. Coifman and M. V. Wickerhauser, "Entropy-based algorithms for best basis selection," IEEE Trans. Inf. Theory, vol. 38, no. 2, pp. 713-718, Mar. 1992.
18. M. C. Brace, J. Schmidt, and M. Hadlin, "Comparison of the forecasting accuracy of neural networks with other established techniques," in Proc. First Int. Forum App. Neural Netw. Power Syst., Jul. 1991, pp. 31-35
19. I. Drezga and S. Rahman, "Input variable selection for ANN-based short-term load forecasting," IEEE Trans. Power Syst., vol. 13, no. 4, pp. 1238-1244, Nov. 1998.
20. T. Masters, Neural, Novel & Hybrid Algorithms for Time Series Prediction. New York: Wiley, 1995, p. 514.
21. A. P. Alves da Silva and L. S. Moulin, "Confidence intervals for neural network based short-term load forecasting," IEEE Trans. Power Syst. vol. 15, no. 4, pp. 1191-1196, Nov. 2000.