Parallel optimal reactive power flow based on cooperative co-evolutionary differential evolution and power system decomposition

被引:77
作者
Liang, C. H. [1 ]
Chung, C. Y.
Wong, K. P.
Duan, X. Z.
机构
[1] Huazhong Univ Sci & Technol, Coll Elect & Elect Engn, Wuhan 430074, Peoples R China
[2] Hong Kong Polytech Univ, Dept Elect Engn, Computat Intelligence Applicat Res Lab, Hong Kong, Hong Kong, Peoples R China
关键词
cooperative co-evolution; differential evolution (DE); optimal reactive power flow (ORPF); parallel computing; power system decomposition;
D O I
10.1109/TPWRS.2006.887889
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 [电气工程]; 0809 [电子科学与技术];
摘要
Differential evolution (DE) is a promising evolutionary algorithm for solving optimal reactive power now problems, but it requires relatively large population to avoid premature convergence. In order to overcome this disadvantage, a novel decomposition and coordination method based on the cooperative co-evolutionary architecture and the voltage-var sensitivity-based power system decomposition technique is proposed and incorporated with DE in this paper. It is implemented with a three-level parallel computing topology on a PC-cluster. Based on the IEEE 118-bus system test case, the effectiveness of the proposed method has been verified by comparison with the parallel basic DE not using the decomposition and coordination technique.
引用
收藏
页码:249 / 257
页数:9
相关论文
共 31 条
[1]
[Anonymous], TR95012 INT COMP SCI
[2]
APPLICATION OF NEWTONS OPTIMAL POWER FLOW IN VOLTAGE/REACTIVE POWER-CONTROL [J].
BJELOGRLIC, M ;
CALOVIC, MS ;
BABIC, BS ;
RISTANOVIC, P .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1990, 5 (04) :1447-1454
[3]
Cluster validation techniques for genome expression data [J].
Bolshakova, N ;
Azuaje, F .
SIGNAL PROCESSING, 2003, 83 (04) :825-833
[4]
Optimal multiobjective planning of large-scale passive harmonic filters using hybrid differential evolution method considering parameter and loading uncertainty [J].
Chang, YP ;
Wu, CJ .
IEEE TRANSACTIONS ON POWER DELIVERY, 2005, 20 (01) :408-416
[5]
Cooperative Coevolutionary Algorithm for unit commitment [J].
Chen, HY ;
Wang, XF .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2002, 17 (01) :128-133
[6]
Variable scaling hybrid differential evolution for solving network reconfiguration of distribution systems [J].
Chiou, JP ;
Chang, CF ;
Su, CT .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (02) :668-674
[7]
Ant direction hybrid differential evolution for solving large capacitor placement problems [J].
Chiou, JP ;
Chang, CF ;
Su, CT .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (04) :1794-1800
[8]
CHIPPERFIELD A, MATLAB GENETIC ALGOR, P26
[9]
CORNE D, 1999, NEW IDEAS OPTIMIZATI, pCH6
[10]
A Cauchy-based evolution strategy for solving the reactive power dispatch problem [J].
Gomes, JR ;
Saavedra, OR .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2002, 24 (04) :277-283