Fault-tolerant control for SSSC using neural networks and PSO

被引:1
|
作者
Qiao, Wei [1 ]
Harley, Ronald G. [1 ,2 ]
Venayagamoorthy, Ganesh K. [3 ]
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, Intelligent Power Infrastruct Consortium, Atlanta, GA 30332 USA
[2] Univ KwaZulu Natal, Durban, South Africa
[3] Univ Missouri Rolla, Dept Elect & Comp Engn, Real Time Power & Intelligent Syst Lab, Rolla, MO 65211 USA
基金
美国国家科学基金会;
关键词
fault-tolerant control; neural networks; particle swarm optimization; static synchronous series compensator;
D O I
10.1109/PSCE.2006.296441
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents a fault-tolerant indirect adaptive neuro-controller (FTNC) for controlling a static synchronous series compensator (SSSC), which is connected to a power network. The FTNC consists of a sensor evaluation and restoration scheme (SERS), a radial basis function neuro-identifier (RBFNI) and a radial basis function neuro-controller (RBFNC). The SERS is designed using the auto-associative neural networks (auto-encoder) and the particle swarm optimizer (PSO). This FTNC is able to provide efficient control to the SSSC when single or multiple crucial sensor measurements are unavailable. The validity of the proposed FTNC model is examined by simulations in PSCAD/EMTDC environment.
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页码:952 / +
页数:2
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