Kohonen neural network and wavelet transform based approach to short-term load forecasting

作者: Chang-il Kim , In-keun Yu , Y.H. Song

DOI: 10.1016/S0378-7796(02)00097-4

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摘要: Abstract This paper presents Kohonen neural network and wavelet transform (WT) based technique for short-time load forecasting of power systems. Firstly, the historical seasonal data are classified into four patterns using then Daubechies D2, D4 D10 WTs adopted in order to forecast hourly load. The coefficients associated with certain frequency time localisation adjusted conventional multiple regression (MR) method components reconstructed predict final loads through five-scale synthesis technique. outcome study clearly indicates that proposed composite model WT approach can be used as an attractive effective means short-term forecasting.

参考文章(13)
A.W. Galli, G.T. Heydt, P.F. Ribeiro, Exploring the power of wavelet analysis IEEE Computer Applications in Power. ,vol. 9, pp. 37- 41 ,(1996) , 10.1109/67.539845
S.R. Huang, Short-term load forecasting using threshold autoregressive models IEE Proceedings - Generation, Transmission and Distribution. ,vol. 144, pp. 477- 481 ,(1997) , 10.1049/IP-GTD:19971144
P. Pillay, A. Bhattacharjee, Application of wavelets to model short-term power system disturbances IEEE Transactions on Power Systems. ,vol. 11, pp. 2031- 2037 ,(1996) , 10.1109/59.544681
H. Mori, Y. Tamaru, S. Tsuzuki, An artificial neural-net based technique for power system dynamic stability with the Kohonen model IEEE Transactions on Power Systems. ,vol. 7, pp. 856- 864 ,(1991) , 10.1109/59.141796
A. Graps, An introduction to wavelets computational science and engineering. ,vol. 2, pp. 50- 61 ,(1995) , 10.1109/99.388960
F.N. Chowdhury, J.L. Aravena, A modular methodology for fast fault detection and classification in power systems IEEE Transactions on Control Systems and Technology. ,vol. 6, pp. 623- 634 ,(1998) , 10.1109/87.709497
D. Niebur, A.J. Germond, Power system static security assessment using the Kohonen neural network classifier IEEE Transactions on Power Systems. ,vol. 7, pp. 865- 872 ,(1991) , 10.1109/59.141797
D.C. Park, M.A. El-Sharkawi, R.J. Marks, L.E. Atlas, M.J. Damborg, Electric load forecasting using an artificial neural network IEEE Transactions on Power Systems. ,vol. 6, pp. 442- 449 ,(1991) , 10.1109/59.76685