Experimental studies with a generalized neuron-based power system stabilizer

被引:19
作者
Chaturvedi, DK [1 ]
Malik, OP
Kalra, PK
机构
[1] Univ Calgary, Calgary, AB T3G 1V4, Canada
[2] Univ Calgary, Dept Elect & Comp Engn, Calgary, AB T2N 1N4, Canada
[3] Indian Inst Technol, Dept Elect Engn, Kanpur 208016, Uttar Pradesh, India
关键词
back-propagation; generalized neuron controller; neural network; power system stabilizer;
D O I
10.1109/TPWRS.2004.826804
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 [电气工程]; 0809 [电子科学与技术];
摘要
Artificial neural networks (ANNs) can be used as intelligent controllers to control nonlinear, dynamic systems through learning, which can easily accommodate the nonlinearities and time dependencies., However, they require large training time and large number of neurons to deal with complex problems. To overcome these drawbacks, a generalized neuron (GN) has been developed that requires much smaller training data and shorter training time. Taking benefit of these characteristics of the GN, a new power system stabilizer (PSS) is proposed. Results show that the proposed GN-based PSS can provide a consistently good dynamic performance of the system over a wide range of operating conditions.
引用
收藏
页码:1445 / 1453
页数:9
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