Subsynchronous oscillation detection using phasor measurements and synchrosqueezing transform
Authors:
- 1 July 2015
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- No. 19325517,p. 1-5
Abstract
In this paper, a novel scheme for subsynchronous oscillation detection and modal parameter estimation is proposed, by leveraging the rich information contained in high-rate phasor measurements as well as the effectiveness of synchrosqueezing transform for multimodal signal analysis. Specifically, an instantaneous time-frequency representation of a voltage/current signal is first obtained by applying synchrosqueezing transform to the real-time data collected by a phasor measurement unit. The non-zero synchrosqueezing transform coefficients quantify the undamped frequency components of the original voltage/current signal at each time instant. For an unknown number of undamped frequency components, unsupervised clustering is applied to the non-zero synchrosqueezing transform coefficients in the frequency domain, so as to determine how many modes comprise the signal, as well as which mode each non-zero synchrosqueezing transform coefficient belongs to. Then, for each detected mode, the corresponding non-zero synchrosqueezing transform coefficients are utilized to reconstruct a component of the original voltage/current signal. Finally, the magnitude, damping factor and phase angle of each mode are estimated by applying a least square estimation algorithm to the reconstructed component signal. The effectiveness of the proposed approach is revealed through several case studies using IEEE benchmark models. Further, practical issues involving missing data, measurement noise and transform basis functions are also systematically addressed in this study.Keywords
This publication has 16 references indexed in Scilit:
- Modeless reconstruction of missing synchrophasor measurements2014
- Time-Frequency Analysis of Seismic Data Using Synchrosqueezing TransformIEEE Geoscience and Remote Sensing Letters, 2014
- Using synchrosqueezing transform to discover breathing dynamics from ECG signalsApplied and Computational Harmonic Analysis, 2014
- A New Algorithm for Multicomponent Signals Analysis Based on SynchroSqueezing: With an Application to Signal Sampling and DenoisingIEEE Transactions on Signal Processing, 2012
- Algorithmic Trading Using Phase SynchronizationIEEE Journal of Selected Topics in Signal Processing, 2011
- Enhancing Kalman Filter for Tracking Ringdown Electromechanical OscillationsIEEE Transactions on Power Systems, 2011
- Wavelet based scheme for detection of torsional oscillationIEEE Transactions on Power Systems, 2002
- Wavelet-transform-based algorithm for harmonic analysis of power system waveformsIEE Proceedings - Generation, Transmission and Distribution, 1999
- Mean shift, mode seeking, and clusteringIEEE Transactions on Pattern Analysis and Machine Intelligence, 1995
- Second Benchmark Model for Computer Simulation of Subsynchronous ResonanceIEEE Transactions on Power Apparatus and Systems, 1985