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- W2115869558 abstract "This paper presents transient stability assessment of electrical power system using least squares support vector machine (LS-SVM) and principle component analysis. Transient stability of a power system is first determined based on the generator relative rotor angles obtained from time domain simulation outputs. Simulations were carried out on the IEEE 9- bus test system considering three phase faults on the system. The data collected from the time domain simulations are then used as inputs to the LS-SVM in which LS-SVM is used as a classifier to determine the stability state of a power system. Principle component analysis is applied to extract useful input features to the LS-SVM so that training time of the LS-SVM can be reduced. To verify the effectiveness of the proposed LS-SVM method, its performance is compared with the multi layer perceptron neural network. Results show that the LS-SVM gives faster and more accurate transient stability assessment compared to the multi layer perceptron neural network in terms of classification results." @default.
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- W2115869558 date "2007-01-01" @default.
- W2115869558 modified "2023-09-30" @default.
- W2115869558 title "A New Method of Transient Stability Assessment in Power Systems Using LS-SVM" @default.
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- W2115869558 doi "https://doi.org/10.1109/scored.2007.4451446" @default.
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