DocumentCode :
2891574
Title :
Power systems transient stability preventive control incorporating network series compensation with the aid of If-Then rules extracted from a multilayer perceptron artificial neural network
Author :
Yu-Jen, Lin
Author_Institution :
Dept. of Electr. Eng., I-Shou Univ., Kaohsiung, Taiwan
fYear :
2011
fDate :
6-9 July 2011
Firstpage :
31
Lastpage :
38
Abstract :
Power system preventive control is dominated by generation rescheduling. Other preventive control actions are rarely mentioned in the literature. This paper presents a transient stability preventive control design that takes series compensation into account. The design methodology is aided with the `If-Then´ rules extracted from a trained multilayer perceptron (MLP) artificial neural network (ANN). Characteristic of this paper is twofold. We may have one more degree of freedom by incorporation of series compensation when designing preventive control, and we may have additional flexibility in deploying preventive control actions by means of the proposed methodology. Two preventive control schemes are presented and applied to 39-bus power system. Extensive computational studies have demonstrated the effectiveness of the proposal.
Keywords :
compensation; control system synthesis; knowledge acquisition; multilayer perceptrons; power generation control; power generation scheduling; power system transient stability; preventive maintenance; 39-bus power system; ANN; If-Then rule extraction; MLP; multilayer perceptron artificial neural network; network series compensation; power generation rescheduling; power system transient stability preventive control design; Circuit stability; Indexes; Neurons; Power system stability; Stability criteria; Transient analysis; IF-THEN rules; Network series compensation; Preventive control; multilayer perceptron; transient stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electric Utility Deregulation and Restructuring and Power Technologies (DRPT), 2011 4th International Conference on
Conference_Location :
Weihai, Shandong
Print_ISBN :
978-1-4577-0364-5
Type :
conf
DOI :
10.1109/DRPT.2011.5993858
Filename :
5993858
Link To Document :
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