DocumentCode :
527531
Title :
Power system transient stability assessment based on geometric features of disturbed trajectory and DTW
Author :
Kong, Yinghui ; Liu, Shuqiong
Author_Institution :
Dept. of Electron. & Commun. Eng., North China Electr. Power Univ., Baoding, China
Volume :
1
fYear :
2010
fDate :
10-12 Aug. 2010
Firstpage :
485
Lastpage :
489
Abstract :
A method based on determining similarity of disturbed trajectories through DTW distance for power system transient stability assessment is presented in this paper. By sampling to obtain the equivalent system´s disturbed trajectories, clustering algorithm is used to extract the typical trajectory. Compare the similarity of real trajectories with typical trajectory, and then use least squares support vector machine classifier for transient stability assessment. A 36-bus power system was simulated using PSASP (power system analysis software package). Simulation results show the effectiveness of proposed method.
Keywords :
least squares approximations; power system analysis computing; power system transient stability; support vector machines; time warp simulation; clustering algorithm; disturbed trajectory; dynamic time warping distance; geometric features; least squares support vector machine classifier; power system analysis software package; power system transient stability; Power system dynamics; Power system stability; Power system transients; Stability criteria; Support vector machines; Trajectory; DTW distance; disturbed trajectory; least squares support vector machines; transient stability assessment;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
Type :
conf
DOI :
10.1109/ICNC.2010.5583146
Filename :
5583146
Link To Document :
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