A Particle Swarm Optimization Method for Power System Dynamic Security Control

被引:41
作者
Voumvoulakis, Emmanouil M. [1 ]
Hatziargyriou, Nikos D. [1 ]
机构
[1] Natl Tech Univ Athens, Athens 11738, Greece
关键词
Artificial intelligence; corrective control; dynamic security; load shedding; particle swarm optimization; radial basis function neural network; NEURAL NETWORKS;
D O I
10.1109/TPWRS.2009.2031224
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 proposes an automatic learning framework for the dynamic security control of a power system. The proposed method employs a radial basis function neural network (RBFNN), which serves to assess the dynamic security status of the power system and to estimate the effect of a corrective control action applied in the event of a disturbance. Particle swarm optimization is applied to find the optimal control action, where the objective function to be optimized is provided by the RBFNN. The method is applied on a realistic model of the Hellenic Power System and on the IEEE 50-generator test system, and its added value is shown by comparing results with the ones obtained from the application of other machine learning methods.
引用
收藏
页码:1032 / 1041
页数:10
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