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Research on Power Quality Disturbance Based on Improved S-Transform

Author: JieFuSi（Jeffers Teargun Heptol）
Tutor: ZhangShi
School: Northeastern University
Course: Proceedings of the
Keywords: S-Transform Wavelet power quality voltage disturbance SVM Classification tree
CLC: TM711
Type: Master's thesis
Year: 2009
Downloads: 62
Quote: 0
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Abstract


The growing interest in Power Quality Analysis (PQA) in recent years has brought a lot of tremendous changes to the supply of electrical energy. Many methods have been developed to analyze PQ to improve the quality for stable and efficiency. The S-Transform (ST) in the time frequency distribution was developed in 1994 for analyzing geophysics data. The S Transform is a generalization of the Short-time Fourier transform (STFT), extending the Continuous wavelet transform and overcoming some of its disadvantages.This paper proposes Improved S-Transform (IST) to detect and classify power quality (PQ) disturbances with time-domain analysis. To enhance the analytic power of S-Transform in different non-stationary signal processing,IST is achieved by adding an adjustable factor to the Gaussian window function of the normal S-Transform. The adjusted factor changes the velocity in which the width of the window function varies inversely with the frequency.IST possesses an adjustable time-frequency resolution and higher practicability and adaptability than ST in the actual application.IST analysis performed on the PQ disturbance signals can identify the magnitude and duration of the disturbances. The comparison between the Wavelet-transform-based method and the improved S-Transform-based method for power quality disturbance recognition is also provided.For the classification of power quality disturbance, the Support Vector Machine (SVM) is applied. The disturbance qualities were categorized into six groups known as SVM1, SVM2, SVM3, SVM4, SVM5 and SVM6 depending on the amplitude of the disturbances.The simulation results show that the proposed method is effective and immune against noise. The proposed method is feasible and promising for real applications.

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CLC: > Industrial Technology > Electrotechnical > Transmission and distribution engineering, power network and power system > Theory and Analysis > Network analysis,power system analysis
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