Nonparametric regression based short-term load forecasting

IEEE Transactions on Power Systems

Volumn 13, Issue 3, 1998, Pages 725-730

  Charytoniuk, W ^a,b   Chen, M S ^a  

^a UNIVERSITY OF TEXAS AT ARLINGTON   (United States)

^b Operations Analysis Group   (United States)

Author keywords

Nonparametric regression; Short term load forecasting

Indexed keywords

ELECTRIC LOAD FORECASTING; PROBABILITY DENSITY FUNCTION; REGRESSION ANALYSIS;

CROSS VALIDATION TECHNIQUE;

ELECTRIC POWER SYSTEMS;

EID: 0032142541     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/59.708572     Document Type: Article

References (18)

1. G. Gross, F.D. Galiana, "Short-Term Load Forecasting," Proceedings of the IEEE, Vol. 75, No. 12, Dec. 1987, pp. 1558-1572.
2. I. Moghram, S. Rahman, ''Analysis and Evaluation of Five Short-Term Load Forecasting Techniques," IEEE Trans. on Power Systems, Vol. 4, No. 4, Oct. 1989, pp. 1484-1491.
3. A.D. Papalexopoulos and T.C. Hesterberg, "A Regression-Based Approach to Short-Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 5, No. 4, Nov. 1990, pp. 1535-1547.
4. K. Liu et. al. , "Comparison of Short-Term Load Forecasting Techniques," presented at IEEE PES '95 SM, Portland, 95 SM 547-0 PWRS, 1995.
5. D. Park, M. El-Sharkawi, R. Marks, A Atlas, and M. Damborg, "Electric Load Forecasting Using an Artificial Neural Network," IEEE Trans. on Power Systems, Vol. 6, No. 2, May 1991, pp. 442-449.
6. K.Y. Lee, Y.T. Cha, and J.H. Park, "Short-Term Load Forecasting Using an Artificial Neural Network," IEEE Trans. on Power Systems, Vol. 7, No. 1, Feb. 1992, pp. 124-132.
7. T.M. Peng, N.F. Hubele, and G.G. Karady, "Advancement in the Application of Neural Networks for Short-Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 7, No. 1, Feb. 1992, pp. 250-257.
8. C.N. Lu, H.T. Wu, B. Vemuri, "Neural Network Based Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 8, Feb. 1993, pp. 336-342
9. Alex D. Papalexopoulos, Shangyou Hao, Tie-Mao Peng, "An Implementation of a Neural Network Based Load Forecasting Model for the EMS," IEEE Trans. on Power Systems, Vol. 9, No. 4, Nov. 1994, pp. 1956-1962.
10. K.H. Ho, Y.Y. Hsu, C.C. Yang, "Short Term Load Forecasting Using a Multilayer Neural Network with an Adaptive Learning Algorithm," IEEE Trans. on Power Systems, Vol. 7, No. 1, Feb. 1992, pp. 141-149.
11. T.M. Peng, N.F. Hubele, G.G. Karady, "An Adaptive Neural Network Approach To One-week Ahead Forecasting," IEEE Trans. on Power Systems, Vol. 8, No. 3, Aug. 1993, pp. 1195-1203.
12. O. Mohammed, D. Park, R. Merchant, T. Dinh, C. Tong, A Azeem, J. Farah, "Practical Experience with An Adaptive Neural Network Short-Term Load Forecasting System," IEEE Trans. on Power Systems, Vol. 10, No. 1, Feb. 1995, pp. 254-265.
13. K.Y. Lee, Y.T. Cha, and C.C. Ku, "A Study on Neural Networks for Short-Term Load Forecasting," Proceedings of the First International Forum on Applications of Neural Networks to Power Systems, pp. 26-30, 1991.
14. D.K. Ranaweera, N.F. Hubele, AD. Papalexopoulos, "Application of Radial Basis Function Neural Network Model For Short-Term Load Forecasting," IEE Proceedings. Generation, Transmission and Distribution, Vol. 142, No. 1, Jan. 1995, pp. 45-50.
15. P.K. Dash, H.P. Satpathy, A.C. Liew, S. Rahman, "A Real-Time Short-Term Load Forecasting System Using Functional Link Network," presented at IEEE PES '96 SM, Denver, 96 SM 476-2 PWRS, 1996.
16. D.W. Scott, Multivariate Density Estimation. Theory, Practice, and Visualization. John Wiley & Sons, 1992, pp. 125-190.
17. G.E.P. Box and G.M. Jenkins, Time Series Analysis, Forecasting and Control Holden-Day, 1976.
18. J.Y. Fan, J.D. McDonald, "A Real-Time Implementation of Short-Term Load Forecasting for Distribution Power Systems," IEEE Trans. on Power Systems, Vol. 9, No. 2, May 1994, pp. 988-994.