Title :
Dynamic economic dispatch with wind power penetration using group search optimizer with adaptive strategies
Author :
Chen, J.J. ; Zheng, J.H. ; Liu, Yanbing ; Wu, Q.H.
Author_Institution :
Sch. of Electr. Power Eng., South China Univ. of Technol. (SCUT), Guangzhou, China
Abstract :
This paper presents a dynamic economic dispatch model taking into account the valve point effects of each unit. Furthermore, considering the uncertainties of wind power and the changes of load demand, the proposed model is formulated as a non-convex optimization problem which is solved by a novel method, group search optimizer with adaptive strategies. The proposed method employs the adaptive strategies, including an adaptive covariance matrix and an efficient mutation operation scheme to increase both exploration and exploitation capabilities of the group search optimizer. The effectiveness of the proposed method is examined using two different test cases with a comparison between the proposed method and other heuristic algorithms. It is demonstrated that the proposed method is capable of solving the dynamic economic dispatch problem efficiently.
Keywords :
concave programming; power generation dispatch; wind power plants; adaptive covariance matrix; adaptive strategy; dynamic economic dispatch; efficient mutation operation; group search optimizer; load demand; nonconvex optimization problem; wind power penetration; wind power uncertainties; Covariance matrices; Economics; Optimization; Power system dynamics; Wind power generation; Wind speed; Wind turbines; Dynamic economic dispatch; Lévy flights; covariance matrix; group search optimizer; wind power;
Conference_Titel :
Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), 2014 IEEE PES
Conference_Location :
Istanbul
DOI :
10.1109/ISGTEurope.2014.7028869