Temperature Sensitive Short Term Load Forecasting: Fuzzy Logic Approach
Keywords:
Power System Operation, Short Term Load Forecasting,Temperature, Fuzzy Logic Technique.Abstract
Load forecasting is an essential aspect for planning and operation of power system to have efficient and reliable power operation. It is needed for unit commitment, economic allocation of generation and maintenance schedules. Short Term Load Forecasting (STLF) is a necessary daily tool for power dispatch. It also assists for prevention of overloading. Though there are some techniques available for such forecasting, they do have certain limitations particularly where data is vague and imprecise. Therefore, the present paper employs Fuzzy Logic Approach in Short Term Load Forecasting dealing with sensitivity of daily temperature as input variable. The proposed model has been validated with actual daily load.
References
- Prof. D K Ranaweera, N F Hubele and & G G Karady, "Fuzzy logic for short term load forecasting", IEEE Electrical Power & Energy Systems Vol. 18 No. 4, pp. 215-222, 1996.
- Samsher Kadir Sheikh1, M. G. Unde, "Short-Term Load Forecasting Using Ann Technique" Volume 1, Issue 2, pp: 97-107 ©IJESET
- George Gross and Francisco D Galiana, "Short-term load forecasting." Proceedings Of The Ieee, Vol. 75, No. 12, December 1987
- Sandeep Sachdeva, and Chander Mohan Verma, "Load Forecasting using Fuzzy Methods" IEEE 2008
- Wang Feng Yu Er Keng Liu Yong Qi Liu Jun Yan Chen Shan, "Short-term Load Forecasting Based On Weather Information" IEEE 1997
- Ibrahim Moghram Saifur Rahrnan, "Analysis and Evaluation of Five Short-Term Load Forecasting Techniques" IEEE Transactions on Power Systems, Vol. 4, No. 4, October 1989
- M.F.I. Khamis, Z. Baharudin, N. H. Hamid, M. F. Abdullah, F. T. Nordin, "Short Term Load Forecasting for Small Scale Power System Using Fuzzy Logic" IEEE 2011
- Li-Xin Wang and Jerry M. Mendel, "Generating Fuzzy Rules by Learning from Examples" 1991 IEEE international Symposium
- "collection of weather data" www.timeanddate.com/weather/india/ Jaipur
- "Collection of load data" State Load Dispatch and Communication Centre, Rajasthan Vidyut Parasaran Nigam
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