A Stochastic Model for the Optimal Operation of a Wind-Thermal Power System

被引:255
作者
Pappala, Venkata Swaroop [1 ]
Erlich, Istvan [1 ]
Rohrig, Kurt [2 ]
Dobschinski, Jan [2 ]
机构
[1] Univ Duisburg Essen, Inst Elect Power Syst, D-47057 Duisburg, Germany
[2] Inst Solare Energieversorgungstech, R&D Div Informat & Energy Econ, Kassel, Germany
关键词
Artificial neural network; particle swarm optimization; scenario tree; stochastic programming; unit commitment;
D O I
10.1109/TPWRS.2009.2016504
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a stochastic cost model and a solution technique for optimal scheduling of the generators in a wind integrated power system considering the demand and wind generation uncertainties. The proposed robust unit commitment solution methodology will help the power system operators in optimal day-ahead planning even with indeterminate information about the wind generation. A particle swarm optimization based scenario generation and reduction algorithm is used for modeling the uncertainties. The stochastic unit commitment problem is solved using a new parameter free self adaptive particle swarm optimization algorithm. The numerical results indicate the low risk involved in day-ahead power system planning when the stochastic model is used instead of the deterministic model.
引用
收藏
页码:940 / 950
页数:11
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