Multi-deme Parallel Genetic Algorithm in Reliability Analysis of Composite Power Systems

被引:128
作者
Wang, Lingfeng [1 ]
Singh, Chanan [1 ]
机构
[1] Texas A&M Univ, Dept Elect & Comp Engn, College Stn, TX 77843 USA
来源
2009 IEEE BUCHAREST POWERTECH, VOLS 1-5 | 2009年
关键词
Genetic algorithm; parallel computation; reliability evaluation; multi-deme parallelization; computational efficiency; intelligent search; composite power system; hash table;
D O I
10.1109/INFCOMW.2009.5072113
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
Intelligent search based techniques such as genetic algorithm (GA) have been proposed to deal with reliability evaluation of complex power systems recently. In this type of methods, the guided search is carried out on a population scale trying to find all the dominant failure states, based on which different reliability indices can be calculated accordingly. However, the process may be time-consuming when power flow analysis is involved in deciding the status of a system state in complex power systems such as composite systems. To speed up the computing process, parallel implementation of GA is proposed in this study by using multi-deme based search, where multiple subpopulations are distributed in different processors. In this way, simultaneous search is achieved through parallel implementation. An IEEE reliability test system is used for simulation studies. It turns out that the proposed parallel method is effective in increasing the computing efficiency of GA when it is used for reliability evaluation of composite power systems.
引用
收藏
页码:725 / 730
页数:6
相关论文
共 16 条
[1]  
Anders G.J., 1990, PROBABILITY CONCEPTS
[2]  
[Anonymous], 1979, IEEE T POWER AP SYST, V98, P2047, DOI 10.1109/TPAS.1979.319398
[3]  
Bahi J.M., 2008, Parallel iterative algorithms : from sequential to grid computing
[4]  
BOOKER G, 2008, P 12 C OPT NETW DES
[5]  
Cantu-Paz E., 2000, EFFICIENT ACCURATE P
[6]   Research on model of project synthetically management based on genetic algorithm [J].
Dang, Xinghua ;
Wang, Lei .
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (ISKE 2007), 2007,
[7]   On the role of population size and niche radius in fitness sharing [J].
Della Cioppa, A ;
De Stefano, C ;
Marcelli, A .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2004, 8 (06) :580-592
[8]  
Goldberg DE., 1989, GENETIC ALGORITHMS S
[9]   MODELS AND CONSIDERATIONS FOR PARALLEL IMPLEMENTATION OF MONTE-CARLO SIMULATION METHODS FOR POWER-SYSTEM RELIABILITY EVALUATION [J].
GUBBALA, N ;
SINGH, C .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (02) :779-786
[10]   A new intelligent search method for composite system reliability analysis [J].
Patra, Shashi B. ;
Mitra, Joydeep ;
Earla, Ramesh .
2005/2006 IEEE/PES TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION, VOLS 1-3, 2006, :803-+