Optimal wide-area monitoring and nonlinear adaptive coordinating neurocontrol of a power system with wind power integration and multiple FACTS devices

被引:24
|
作者
Qiao, Wei [1 ]
Venayagamoorthy, Ganesh K. [2 ]
Harley, Ronald G. [1 ]
机构
[1] Georgia Inst Technol, Intelligent Power Infrastruct Consortium, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
[2] Univ Missouri, Real Time Power & Intelligent Syst Lab, Dept Elect & Comp Engn, Rolla, MO 65409 USA
基金
美国国家科学基金会;
关键词
adaptive critic designs; FACTS devices; particle swarm optimization; radial basis function network; wide-area control; wind power;
D O I
10.1016/j.neunet.2007.12.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wide-area coordinating control is becoming an important issue and a challenging problem in the power industry. This paper proposes a novel optimal wide-area coordinating neurocontrol (WACNC), based on wide-area measurements, for a power system with power system stabilizers, a large wind farm and multiple flexible ac transmission system (FACTS) devices. An optimal wide-area monitor (OWAM), which is a radial basis function neural network (RBFNN), is designed to identify the input-output dynamics of the nonlinear power system. Its parameters are optimized through particle swarm optimization (PSO). Based on the OWAM. the WACNC is then designed by using the dual heuristic programming (DHP) method and RBFNNs, while considering the effect of signal transmission delays. The WACNC operates at a global level to coordinate the actions of local power system controllers. Each local controller communicates with the WACNC, receives remote control signals from the WACNC to enhance its dynamic performance and therefore helps improve system-wide dynamic and transient performance. The proposed control is verified by simulation studies on a multimachine power system. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:466 / 475
页数:10
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