Short-term load forecasting using artificial neural networks

41st North American Power Symposium, NAPS 2009

Volumn , Issue , 2009, Pages

  Tee, Chin Yen ^a   Cardell, Judith B ^a   Ellis, Glenn W ^a  

^a SMITH COLLEGE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CONTROL AREA; CURRENT LOADS; FORECASTING MODELS; FUNCTIONAL RELATIONSHIP; INPUT VARIABLES; LOAD DATA; LOAD FORECASTING; LOAD FORECASTING MODEL; LOAD PROFILES; MEAN ABSOLUTE PERCENTAGE ERROR; NEW ENGLAND; POWER SYSTEM INDUSTRY; SEASONAL CHANGES; SHORT TERM LOAD FORECASTING;

NETWORK PERFORMANCE; NEURAL NETWORKS;

ELECTRIC LOAD FORECASTING;

EID: 77954795853     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NAPS.2009.5483996     Document Type: Conference Paper

References (19)

1. S. Sargunaraj, D. Gupta, and S. Devi, "Short-Term Load Forecasting for Demand Side Management," IEE Proceedings-Generation, Transmission and Distribution, vol.144, no.1, pp. 68-74, 1997.
2. R. Sadownik and E. Barbosa, "Short-Term Forecasting of Industrial Electricity Consumption in Brazil," Journal of Forecasting, vol.18, no.3, 1999.
3. Z. Yu, "A Temperature Match Based Optimization Method for Daily Load Prediction Considering DLC Effect," IEEE Transactions on Power Systems, vol.11, no.2, pp. 728-733, 1996.
4. C. Lu, H. Wu, and S. Vemuri, "Neural Network Based Short Term Load Forecasting," IEEE Transactions on Power Systems, vol.8, no.1, pp. 336-342, 1993.
5. H. Steinherz, C. Pedreira, and R. Castro, "Neural Networks for Short-Term Load Forecasting: A Review and Evaluation," IEEE Transactions on Power Systems, vol.16, no.1, pp. 44-55, 2001.
6. D. Bunn and L. Sch, "Forecasting Loads and Prices in Competitive Power Markets," in Proceedings of the IEEE, vol.88, no.2, 2000, pp. 163-169.
7. P. Doran, "IESO Demand Forecasting Performance," Ontario, Canada, September 2006. [Online].Available: http://www.ieso.ca/imoweb/pubs/ consult/sac/sac-20060906-Demand-Forecast.pdf
8. B. Kirby, "Spinning Reserve from Responsive Loads," Oak Ridge National Laboratory, Estados Unidos, Tech. Rep., January 2003. [Online]. Available: http://www.ornl.gov/ webworks/cppr/y2001/rpt/116213.pdf
9. D. Park, M. El-Sharkawi, R. Marks, L. Atlas, and M. Damborg, "Electric Load Forecasting Using an Artificial Neural Network," IEEE Transactions on Power Systems, vol.6, no.2, pp. 442-449, 1991.
10. A. El Desouky and M. Elkateb, "Hybrid adaptive techniques for electricload forecast using ann and arima," Generation, Transmission and Distribution, IEE Proceedings-, vol.147, no.4, pp. 213-217, Jul 2000.
11. G. Liao and T. Tsao, "Application of fuzzy neural networks and artificial intelligence for load forecasting," Electric Power Systems Research, vol.70, no.3, pp. 237-244, 2004.
12. J.-C. Lu, D.-X. Niu, and Z.-Y. Jia, "A study of short-term load forecasting based on arima-ann," Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on, vol.5, pp. 3183-3187 vol.5, Aug. 2004.
13. S. Chen, D. Yu, and A. Moghaddamjo, "Weather sensitive short-term load forecasting using nonfullyconnected artificial neural network," IEEE Transactions on Power Systems, vol.7, no.3, pp. 1098-1105, 1992.
14. T. Senjyu, H. Takara, K. Uezato, and T. Funabashi, "One-Hour-Ahead Load Forecasting Using Neural Network," IEEE Transactions on Power Systems, vol.17, no.1, pp. 113-118, 2002.
15. A. Al-Shareef, E. Mohamed, and E. Al-Judaibi, "One Hour Ahead Load Forecasting Using Artificial Neural Network for the Western Area of Saudi Arabia," International Journal of Electrical Systems Science and Engineering, vol.3, no.1, pp. 35-40, 2008.
16. N. Kandil, R. Wamkeue, M. Saad, and S. Georges, "An Efficient Approach for Short Term Load Forecasting Using Artificial Neural Networks," International Journal of Electrical Power and Energy Systems, vol.28, no.8, pp. 525-530, 2006.
17. P. Mandal, T. Senjyu, and T. Funabashi, "Neural Networks Approach to Forecast Several Hour Ahead Electricity Prices and Loads in Deregulated Market," Energy Conversion and Management, vol.47, no.15-16, pp. 2128-2142, 2006.
18. MATLAB and Simulink User's Guide, R2009a ed., The MathWorks, Inc., Natick,MA, 2009.
19. "Iso new england," ISO New England Inc., June 2009. [Online]. Available: http://www.iso-ne.com/