Title :
Generation Scheduling of Thermal Units Integrated with Wind-Battery System Using a Fuzzy Modified Differential Evolution Approach
Author :
Chakraborty, S. ; Senjyu, T. ; Yona, A. ; Saber, A.Y. ; Funabashi, T.
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of the Ryukyus, Okinawa, Japan
Abstract :
This paper presents a fuzzy methodology for solving thermal unit commitment problem integrated with wind power system using differential evolution approach. Wind power facility is coupled with an equivalent battery to compensate with frequency and voltage fluctuations. Wind energy system is integrated with the system due to lower electric cost and positive effect on the environment. But due to the uncertainty of wind speed and hence wind power generation and load forecasting, a crisp optimization method may fail short providing the effective solution. Therefore, to solve the problem effectively, this model handles such imprecision by fuzzyflcation. Then the unit commitment problem is solved by using a modified differential evolution approach. Trivial differential evolution method is modified to work with thermal scheduling problem which is a mixed-integer problem requiring discrete optimization. Several simulations are presented in order to demonstrate the effectiveness of the proposed method.
Keywords :
fluctuations; load forecasting; optimisation; power generation dispatch; power generation scheduling; wind power; discrete optimization; frequency fluctuations; fuzzy modified differential evolution; generation scheduling; load forecasting; mixed integer problem; thermal scheduling; thermal unit commitment; voltage fluctuations; wind battery system; wind energy system; wind power facility; wind power generation; Batteries; Costs; Frequency; Fuzzy systems; Optimization methods; Uncertainty; Voltage fluctuations; Wind energy; Wind energy generation; Wind speed; Differential Evolution; Fuzzy System; Unit Commitment; Wind Power;
Conference_Titel :
Intelligent System Applications to Power Systems, 2009. ISAP '09. 15th International Conference on
Conference_Location :
Curitiba
Print_ISBN :
978-1-4244-5097-8
DOI :
10.1109/ISAP.2009.5352856