Uncertainty of the short-term electrical load forecasting in utilities

This paper investigates the problem of the short-term electrical load forecasting (STLF) in medium size utility. The model consisted of ensemble of the neural predictors with special heuristic input selection procedure is presented. We also discuss the problem of uncertainties involved in load forecasts, and confidence intervals calculation methods for neural STLF predictors.

[1]  R. Adapa,et al.  The impacts of temperature forecast uncertainty on Bayesian load forecasting , 1998 .

[2]  Saifur Rahman,et al.  Input variable selection for ANN-based short-term load forecasting , 1998 .

[3]  H.-C. Wu,et al.  Automatic fuzzy model identification for short-term load forecast , 1999 .

[4]  Dipti Srinivasan,et al.  Parallel neural network-fuzzy expert system strategy for short-term load forecasting: system implementation and performance evaluation , 1999 .

[5]  Chris Bishop,et al.  Exact Calculation of the Hessian Matrix for the Multilayer Perceptron , 1992, Neural Computation.

[6]  George Chryssolouris,et al.  Confidence interval prediction for neural network models , 1996, IEEE Trans. Neural Networks.

[7]  Saifur Rahman,et al.  Short-term load forecasting with local ANN predictors , 1999 .

[8]  Zbigniew Gontar,et al.  Short-term Electrical Load Forecasting in Transformation Period (Case Study) , 1998, NC.

[9]  Witold Bartkiewicz Confidence intervals prediction for the short-term electrical load neural forecasting models , 2000 .

[10]  W. Charytoniuk,et al.  Nonparametric regression based short-term load forecasting , 1998 .

[11]  Dipti Srinivasan,et al.  Practical implementation of a hybrid fuzzy neural network for one-day-ahead load forecasting , 1998 .

[12]  Mohamed Magdy F. Mansour,et al.  Egyptian Unified Grid hourly load forecasting using artificial neural network , 1998 .

[13]  Wray L. Buntine,et al.  Computing second derivatives in feed-forward networks: a review , 1994, IEEE Trans. Neural Networks.

[14]  H. Yoo,et al.  Short term load forecasting using a self-supervised adaptive neural network , 1999 .

[15]  Athanasios Kehagias,et al.  Short term load forecasting using a Bayesian combination method , 1997 .

[16]  Alireza Khotanzad,et al.  ANNSTLF-Artificial Neural Network Short-Term Load Forecaster- generation three , 1998 .

[17]  M. Daneshdoost,et al.  Neural network with fuzzy set-based classification for short-term load forecasting , 1998 .

[18]  P. Mastorocostas,et al.  Fuzzy modeling for short term load forecasting using the orthogonal least squares method , 1999 .