ANN-based short-term load forecasting in electricity markets

This paper proposes an artificial neural network (ANN)-based short-term load forecasting technique that considers electricity price as one of the main characteristics of the system load, demonstrating the importance of considering pricing when predicting loading in today's electricity markets. Historical load data from the Ontario Hydro system as well as pricing information from the neighboring system are used for testing, showing the good performance of the proposed method.

[1]  John B. Shoven,et al.  I , Edinburgh Medical and Surgical Journal.

[2]  Mo-Shing Chen,et al.  An Application of State Estimation to Short-Term Load Forecasting, Part I: Forecasting Modeling , 1970 .

[3]  Abdolhosein S. Dehdashti,et al.  Forecasting of Hourly Load by Pattern Recognition??? a Deterministic Approach , 1982, IEEE Power Engineering Review.

[4]  M. Hagan,et al.  The Time Series Approach to Short Term Load Forecasting , 1987, IEEE Transactions on Power Systems.

[5]  F. Schweppe Spot Pricing of Electricity , 1988 .

[6]  Saifur Rahman,et al.  An expert system based algorithm for short term load forecast , 1988 .

[7]  Saifur Rahman,et al.  Analysis and Evaluation of Five Short-Term Load Forecasting Techniques , 1989, IEEE Power Engineering Review.

[8]  T. Hesterberg,et al.  A regression-based approach to short-term system load forecasting , 1989, Conference Papers Power Industry Computer Application Conference.

[9]  D. Sibley Spot Pricing of Electricity , 1990 .

[10]  Clifford Lau,et al.  Neural Networks: Theoretical Foundations and Analysis , 1991 .

[11]  Shangyou Hao,et al.  An implementation of a neural network based load forecasting model for the EMS , 1994 .

[12]  A. Roli Artificial Neural Networks , 2012, Lecture Notes in Computer Science.

[13]  Saifur Rahman,et al.  A real-time short-term load forecasting system using functional link network , 1997 .

[14]  Chen Hong,et al.  A weighted multi-model short-term load forecasting system , 1998, POWERCON '98. 1998 International Conference on Power System Technology. Proceedings (Cat. No.98EX151).

[15]  J. Theocharis,et al.  A novel approach to short-term load forecasting using fuzzy neural networks , 1998 .

[16]  I. Slutsker,et al.  Market participants gain energy trading tools , 1998 .

[17]  A. Girgis,et al.  A hybrid wavelet-Kalman filter method for load forecasting , 2000 .