DocumentCode :
32894
Title :
Analysis of Nonstationary Power-Quality Waveforms Using Iterative Hilbert Huang Transform and SAX Algorithm
Author :
Afroni, M.J. ; Sutanto, Danny ; Stirling, David
Author_Institution :
Dept. of Electr., Univ. of Wollongong, Wollongong, NSW, Australia
Volume :
28
Issue :
4
fYear :
2013
fDate :
Oct. 2013
Firstpage :
2134
Lastpage :
2144
Abstract :
The nonstationary nature of power-quality (PQ) waveforms requires a tool that can accurately analyze and visually identify the instants of transitions. One of the recently reported tools available to analyze nonstationary complex waveforms with a very good time resolution is the Hilbert Huang Transform (HHT). However, HHT has difficulty in resolving waveforms containing components with close frequencies with a ratio of less than two, and similar to other waveform classification techniques, it has difficulty in resolving the instants of sudden changes in the waveform. To overcome the problem with components containing close frequencies, a novel Iterative Hilbert Huang transform (IHHT) is proposed in this paper. To overcome the problem in identifying instants of sudden changes in the waveform, a new method using the Symbolic Aggregate ApproXimation (SAX) method is proposed. SAX converts the signal into symbols that can be utilized by a pattern detector algorithm to identify the boundaries of the stationary signals within a nonstationary signal. Results from IHHT and SAX method to analyze and visually identify simulated and measured nonstationary PQ waveforms will be provided and discussed. The proposed method is particularly useful when investigating the behavior of the harmonic components of a particular PQ waveform of interest in a given interval of time, following a data-mining search of a large database of PQ events. It can be used to both identify, and later isolate unique signatures within a provider´s distribution system.
Keywords :
Hilbert transforms; approximation theory; iterative methods; power conversion harmonics; power supply quality; signal detection; waveform analysis; IHHT method; SAX algorithm; SAX method; close frequency; data mining; harmonic component; iterative Hilbert Huang transform; nonstationary PQ waveform; nonstationary complex waveform; nonstationary power quality waveform analysis; nonstationary signal; pattern detector algorithm; stationary signal; symbolic aggregate approximation method; waveform classification technique; Empirical mode decomposition; Harmonic analysis; Iterative methods; Power quality; Signal analysis; Time-frequency analysis; Harmonics; Hilbert Huang transform (HHT); Symbolic Aggregate ApproXimation (SAX); nonstationary waveforms; power quality (PQ);
fLanguage :
English
Journal_Title :
Power Delivery, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8977
Type :
jour
DOI :
10.1109/TPWRD.2013.2264948
Filename :
6616057
Link To Document :
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