Forecasting net energy consumption using artificial neural network

Energy Sources, Part B: Economics, Planning and Policy

Volumn 1, Issue 2, 2006, Pages 147-155

  Sözen, Adnan ^a   Akçayol, M Ali ^a   Arcakliolu, Erol ^b  

^a GAZI UNIVERSITY   (Turkey)

^b KIRIKKALE UNIVERSITY   (Turkey)

Author keywords

Artificial neural network; Consumption; Energy; Estimation; Gross generation; Turkey

Indexed keywords

FORECASTING; NEURAL NETWORKS; STATISTICAL METHODS; TRANSFER FUNCTIONS;

GROSS GENERATION; LOGISTIC SIGMOID TRANSFER FUNCTION; PRODUCTIVE PLANNING; STATISTICAL COEFFICIENT;

ENERGY UTILIZATION;

EID: 33748492958     PISSN: 15567249     EISSN: 15567257     Source Type: Journal    
DOI: 10.1080/009083190881562     Document Type: Article

References (11)

1. Demirbaş., A. 2002. Turkey's energy overview beginning in the twenty-first century. Energy Conversion and Management 43:1877-1887.
2. Dinçer, I., and Dost, S. 1996. Energy intensities for Canada. Applied Energy 76:211-217.
3. Ediger, V. S., and Tatlidil, H. 2002. Forecasting the primary energy demand in Turkey and analysis of cyclic patterns. Energy Conversion and Management 43:473-487.
4. Jang, J.-S. R., Sun, C. T., and Mizutani, E. 1997. Neuro-fuzzy and soft computing: A computational approach to learning and machine intelligence. New Jersey: Prentice-Hall.
5. Kalogirou, S. A. 2000. Applications of artificial neural-networks for energy systems. Applied Energy 67:17-35.
6. Mohandes, M., Rehman, S., and Halawani, T. O. 1998. Estimation of global solar radiation using artificial neural networks. Renewable Energy 14:179-184.
7. Özturk, H. K., Canyurt, O. C., Hepbaşh, A., and Utlu, Z. 2004. Residential-commercial energy input estimation based on genetic algorithm (GA) approaches: An application of Turkey. Energy and Buildings 36:175-183.
8. Palau, A., Velo, E., and Puigjaner, L. 1999. Use of neural networks and expert systems to control a gas/solid sorption chilling machine. International Journal of Refrigeration 22:59-66.
9. Reddy, K. S., and Ranjan, M. 2003. Solar resource estimation using artificial neural networks and comparison with other correlation models. Energy Conversion and Management 44:2519-2530.
10. Topçu, Y. I., and Ülengin, F. 2004. Energy for the future: An integrated decision aid for the case of Turkey. Energy 29:137-154.
11. World Energy Council-Turkish National Committee (WEC-TNC). 2000. Energy Report and Statistics for 1999, 2000. Ankara, Turkey: Turkish National Committee.