A methodology for Electric Power Load Forecasting

Alexandria Engineering Journal

Volumn 50, Issue 2, 2011, Pages 137-144

  Almeshaiei, Eisa ^a   Soltan, Hassan ^b  

^a The Public Authority for Applied Education and Training   (Kuwait)

^b University of Mansoura   (Egypt)

Author keywords

Electric Power Load Forecasting; Pattern segmentation decomposition; Time series

Indexed keywords

DEREGULATION; ELECTRIC NETWORK PARAMETERS; ELECTRIC POWER PLANT LOADS; FORECASTING; TIME SERIES;

ELECTRIC POWER; ELECTRICITY DEMAND FORECASTING; ELECTRICITY NETWORKS; ELECTRICITY SECTOR; FACILITY EXPANSION; FORECASTING METHODS; FORECASTING MODELING; FORECASTING PRECISION;

ELECTRIC LOAD FORECASTING;

EID: 80053572327     PISSN: 11100168     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aej.2011.01.015     Document Type: Article

References (31)

1. M.R.G. Al-Shakarchi, and M.M. Ghulaim Short-term load forecasting for baghdad electricity region Electric Machines and Power Systems 28 2000 355 371
2. H.K. Alfares, and M. Nazeeruddin Electric load forecasting: literature survey and classification of methods International Journal of Systems Science 33 2002 23 34 (Pubitemid 34593759)
3. L.F. Amaral, R.C. Souza, and M. Stevenson A smooth transition periodic autoregressive (STPAR) model for short-term load forecasting International Journal of Forecasting 24 2008 603 615
4. C. Álvarez, and S. Añ Stochastic load modeling for electric energy distribution applications Top 2 1994 151 166
5. G.J. Chen, K.K. Li, T.S. Chung, H.B. Sun, and G.Q. Tang Application of an innovative combined forecasting method in power system load forecasting Electric Power Systems Research 59 2001 131 137 (Pubitemid 32903643)
6. H. Chen, C.A. Cañizares, A. Singh. ANN-based short-term load forecasting in electricity markets. in: Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference 2, 2001, p. 411-415.
7. J.G. De Gooijer, and R.J. Hyndman 25 Years of time series forecasting International Journal of Forecasting 22 2006 443 473 (Pubitemid 44057710)
8. V.. Ediger, and S. Akar ARIMA forecasting of primary energy demand by fuel in Turkey Energy Policy 35 2007 1701 1708 (Pubitemid 44858159)
9. H. Hahn, S. Meyer-Nieberg, and S. Pickl Electric load forecasting methods: tools for decision making European Journal of Operational Research 199 2009 902 907
10. H.R.S. Keyno, F. Ghaderi, A. Azade, and J. Razmi Forecasting electricity consumption by clustering data in order to decrease the periodic variable's effects and by simplifying the pattern Energy Conversion and Management 50 2009 829 836
11. M. Martín-Merino, J. Román, A new SOM algorithm for electricity load forecasting, in: I. King et al. (Eds.), ICONIP 2006, Part I, LNCS 4232, Springer-Verlag, 2006, pp. 995-1003. (Pubitemid 44681594)
12. M. Martín-Merino, J. Román, Electricity load forecasting using self organizing maps, in: S. Kollias et al. (Eds.), ICANN 2006, Part II, LNCS 4132, Springer-Verlag, 2006, pp. 709-716. (Pubitemid 44561928)
13. K. Metaxiotis, A. Kagiannas, D. Askounis, and J. Psarras Artificial intelligence in short term electric load forecasting: a state-of-the-art survey for the researcher Energy Conversion and Management 44 2003 1525 1534
14. D.-X. Niu, Q. Wang, J.-C. Li, Short term load forecasting model based on support vector machine, in: D.S. Yeung et al. (Eds.), ICMLC 2005, LNAI 3930, Springer-Verlag, 2006, pp. 880-888. (Pubitemid 44019811)
15. D. Niu, Y. Wang, and D.D. Wu Power load forecasting using support vector machine and ant colony optimization Expert Systems with Applications 37 2010 2531 2539
16. Y. Ohtsuka, T. Oga, and K. Kakamu Forecasting electricity demand in Japan: a bayesian spatial autoregressive ARMA approach Computational Statistics and Data Analysis 54 2010 2721 2735
17. A.K. Palit, D. Popovic, Computational Intelligence in Time Series Forecasting: Theory and Engineering Applications, Springer-Verlag London Ltd., 2005.
18. S.Sp. Pappas, L. Ekonomou, P. Karampelas, D.C. Karamousantas, S.K. Katsikas, G.E. Chatzarakis, and P.D. Skafidas Electricity demand load forecasting of the hellenic power system using an ARMA model Electric Power Systems Research 80 2010 256 264
19. D.J. Pedregal, and J.R. Trapero Mid-term hourly electricity forecasting based on a multi-rate approach Energy Conversion and Management 51 2010 105 111
20. I.S. Qamber, and E.A. Al-Gallaf Electric load forecasting model for the state of Bahrain network Electric Power Components and Systems 29 2001 259 276
21. J.V. Ringwood, D. Bofelli, and F.T. Murray Forecasting electricity demand on short, medium and long time scales using neural networks Journal of Intelligent and Robotic Systems 31 2001 129 147 (Pubitemid 33099002)
22. D. Singh, and S.P. Singh Self organization and learning methods in short term electric load forecasting: a review Electric Power Components and Systems 30 2002 1075 1089 (Pubitemid 35167267)
23. H.A. Soltan On forecasting with blind data Mansoura Engineering Journal 25 2000 M28 M34
24. J.W. Taylor, L.M. de Menezes, and P.E. McSharry A comparison of univariate methods for forecasting electricity demand up to a day ahead International Journal of Forecasting 22 2006 1 16 (Pubitemid 43174787)
25. J.W. Taylor Triple seasonal methods for short-term electricity demand forecasting European Journal of Operational Research 204 2010 139 152
26. O. Valenzuela, I. Rojas, F. Rojas, H. Pomares, L.J. Herrera, A. Guillen, L. Marquez, and M. Pasadas Hybridization of intelligent techniques and ARIMA models for time series prediction Fuzzy Sets and Systems 159 2008 821 845
27. H. Wang, B.-S. Li, X.-Y. Han, D.-L. Wang, H. Jin, Study of neural networks for electric power load forecasting, in: J. Wang et al. (Eds.), ISNN 2006, LNCS 3972, Springer-Verlag, 2006, pp. 1277-1283. (Pubitemid 44046056)
28. J. Wang, W. Zhu, W. Zhang, and D. Sun A trend fixed on firstly and seasonal adjustment model combined with -SVR for short-term forecasting of electricity demand Energy Policy 37 2009 4901 4909
29. R. Weron Modeling and forecasting electricity loads and prices: a statistical approach 2006 John Wiley & Sons Ltd. England
30. Y. Yao, Z. Lian, S. Liu, and Z. Hou Hourly cooling load prediction by a combined forecasting model based on analytic hierarchy process International Journal of Thermal Sciences 43 2004 1107 1118
31. P. Zhou, B.W. Ang, and K.L. Poh A trigonometric grey prediction approach to forecasting electricity demand Energy 31 2006 2839 2847