Slow coherency and Angle Modulated Particle Swarm Optimization based islanding of large-scale power systems

被引:50
作者
Liu, Li [1 ]
Liu, Wenxin [2 ]
Cartes, David A. [2 ]
Chung, Il-Yop [2 ]
机构
[1] Controls Common Cummins Inc, Columbus, IN 47201 USA
[2] Florida State Univ, Ctr Adv Power Syst, Tallahassee, FL 32310 USA
关键词
Particle Swarm Optimization; Power system islanding; Slow coherency; Splitting strategies; SPLITTING STRATEGIES; OPERATION;
D O I
10.1016/j.aei.2008.06.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Power system islanding is an effective way to avoid catastrophic wide area blackouts, such as the 2003 North American Blackout. Islanding of large-scale power systems is a combinatorial explosion problem. Thus, it is very difficult to find an optimal solution within reasonable time using analytical methods. This paper presents a new method to solve this problem. In the proposed method, Angle Modulated Particle Swarm Optimization (AMPSO) is utilized to find islanding Solutions for large-scale power systems due to its high computational efficiency. First, desired generator groups are obtained using the slow coherency algorithm. AMPSO is then used to optimize a fitness function defined according to both generation/load balance and similarity to the desired generator grouping. In doing so, the resulting islanding solutions provide good static and dynamic stability. Simulations of power systems of different scales demonstrate the effectiveness of the proposed algorithm. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:45 / 56
页数:12
相关论文
共 16 条
[1]  
Chow J. H., 1982, LECT NOTES CONTROL I, V46
[2]   A TOOLBOX FOR POWER-SYSTEM DYNAMICS AND CONTROL ENGINEERING-EDUCATION AND RESEARCH [J].
CHOW, JH ;
CHEUNG, KW .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (04) :1559-1564
[3]  
Cormen T.H., 2001, Introduction to Algorithms, VSecond, P370
[4]   Comparison among five evolutionary-based optimization algorithms [J].
Elbeltagi, E ;
Hegazy, T ;
Grierson, D .
ADVANCED ENGINEERING INFORMATICS, 2005, 19 (01) :43-53
[5]   Adaptation in load shedding under vulnerable operating conditions [J].
Jung, JW ;
Liu, CC ;
Tanimoto, SL ;
Vittal, V .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2002, 17 (04) :1199-1205
[6]  
Kennedy J, 1997, IEEE SYS MAN CYBERN, P4104, DOI 10.1109/ICSMC.1997.637339
[7]  
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
[8]  
Pampara G, 2005, IEEE C EVOL COMPUTAT, P89
[9]  
Sauer P.W., 1998, Power Systems Dynamics and Stability
[10]   Splitting strategies for islanding operation of large-scale power systems using OBDD-based methods [J].
Sun, K ;
Zheng, DZ ;
Lu, QA .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2003, 18 (02) :912-923