DocumentCode :
39703
Title :
A Coherency-Based Approach for Signal Selection for Wide Area Stabilizing Control in Power Systems
Author :
Padhy, Bibhu Prasad ; Srivastava, S.C. ; Verma, Nishchal K.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Kanpur, Kanpur, India
Volume :
7
Issue :
4
fYear :
2013
fDate :
Dec. 2013
Firstpage :
807
Lastpage :
816
Abstract :
In this paper, a systematic procedure to select wide-area input/output control signals based on a signal coherency approach to damp out inter-area mode of oscillations is proposed. The coherent signal groups are chosen based on a data clustering approach. The input/output signal selection is carried out in two steps. First, the data is transformed into orthogonal space to make correlated variables uncorrelated, by applying principal component analysis. Then, the principal component vectors are given as input to a self-organizing map for final data clustering. From each clustered signal group, a signal out of those with common features is selected. For clustering, the data are collected from the system dynamic simulation considering few critical line contingency. The efficacy of the proposed feature selection based method is verified by comparing the results with a geometric-based approach and a pole vector direction based signal selection approach on 39-bus New England and 68-bus New England New York power systems.
Keywords :
pattern clustering; power engineering computing; power system stability; principal component analysis; self-organising feature maps; 39-bus New England; 68-bus New England New York power systems; data clustering approach; geometric-based approach; input-output signal selection; pole vector direction; power systems; principal component analysis; principal component vectors; self-organizing map; signal coherency approach; wide area stabilizing control; wide-area input-output control signals; Generators; Indexes; Oscillators; Power system dynamics; Power system stability; Principal component analysis; Vectors; Input–output selection; inter-area oscillations; principal component analysis; robust controller; wide area controller;
fLanguage :
English
Journal_Title :
Systems Journal, IEEE
Publisher :
ieee
ISSN :
1932-8184
Type :
jour
DOI :
10.1109/JSYST.2013.2249241
Filename :
6509909
Link To Document :
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