Prony’s Method with Reduced Sampling - Numerical Aspects

This paper presents a new modification of the least-squares Prony’s method with reduced sampling, which allows for a significant reduction in the number of the analysed signal samples collected per unit time. The specific combination of non-uniform sampling with Prony’s method enables sampling of th...

Full description

Bibliographic Details
Main Authors: Zygarlicki Jarosław, Mroczka Janusz
Format: Article
Language:English
Published: Polish Academy of Sciences 2014-08-01
Series:Metrology and Measurement Systems
Subjects:
Online Access:http://www.degruyter.com/view/j/mms.2014.21.issue-3/mms-2014-0044/mms-2014-0044.xml?format=INT
id doaj-bdf9870b53564043bd9596da2de8eec1
record_format Article
spelling doaj-bdf9870b53564043bd9596da2de8eec12020-11-25T03:43:21ZengPolish Academy of SciencesMetrology and Measurement Systems2300-19412014-08-0121352153410.2478/mms-2014-0044mms-2014-0044Prony’s Method with Reduced Sampling - Numerical AspectsZygarlicki Jarosław0Mroczka Janusz1Opole University of Technology, Institute of Power Engineering, Prószkowska 76, 45-758 Opole, Poland (+48 77 40 00 547)Wroclaw University of Technology, Chair of Electronic and Photonic Metrology, Bolesława Prusa 53/55, 50-317 Wroclaw, Poland (+48 71 320 62 32)This paper presents a new modification of the least-squares Prony’s method with reduced sampling, which allows for a significant reduction in the number of the analysed signal samples collected per unit time. The specific combination of non-uniform sampling with Prony’s method enables sampling of the analysed signals at virtually any average frequency, regardless of the Nyquist frequency, maintaining high accuracy in parameter estimation of sinusoidal signal components. This property allows using the method in measuring devices, such as for electric power quality testing equipped with low power signal processors, which in turn contributes to reducing complexity of these devices. This paper presents research on a method for selecting a sampling frequency and an analysis window length for the presented method, which provide maximum estimation accuracy for Prony’s model component parameters. This paper presents simulation tests performed in terms of the proposed method application for analysis of harmonics and interharmonics in electric power signals. Furthermore, the paper provides sensitivity analysis of the method, in terms of common interferences occurring in the actual measurement systems.http://www.degruyter.com/view/j/mms.2014.21.issue-3/mms-2014-0044/mms-2014-0044.xml?format=INTSignal analysisharmonic analysissignal processingpower quality
collection DOAJ
language English
format Article
sources DOAJ
author Zygarlicki Jarosław
Mroczka Janusz
spellingShingle Zygarlicki Jarosław
Mroczka Janusz
Prony’s Method with Reduced Sampling - Numerical Aspects
Metrology and Measurement Systems
Signal analysis
harmonic analysis
signal processing
power quality
author_facet Zygarlicki Jarosław
Mroczka Janusz
author_sort Zygarlicki Jarosław
title Prony’s Method with Reduced Sampling - Numerical Aspects
title_short Prony’s Method with Reduced Sampling - Numerical Aspects
title_full Prony’s Method with Reduced Sampling - Numerical Aspects
title_fullStr Prony’s Method with Reduced Sampling - Numerical Aspects
title_full_unstemmed Prony’s Method with Reduced Sampling - Numerical Aspects
title_sort prony’s method with reduced sampling - numerical aspects
publisher Polish Academy of Sciences
series Metrology and Measurement Systems
issn 2300-1941
publishDate 2014-08-01
description This paper presents a new modification of the least-squares Prony’s method with reduced sampling, which allows for a significant reduction in the number of the analysed signal samples collected per unit time. The specific combination of non-uniform sampling with Prony’s method enables sampling of the analysed signals at virtually any average frequency, regardless of the Nyquist frequency, maintaining high accuracy in parameter estimation of sinusoidal signal components. This property allows using the method in measuring devices, such as for electric power quality testing equipped with low power signal processors, which in turn contributes to reducing complexity of these devices. This paper presents research on a method for selecting a sampling frequency and an analysis window length for the presented method, which provide maximum estimation accuracy for Prony’s model component parameters. This paper presents simulation tests performed in terms of the proposed method application for analysis of harmonics and interharmonics in electric power signals. Furthermore, the paper provides sensitivity analysis of the method, in terms of common interferences occurring in the actual measurement systems.
topic Signal analysis
harmonic analysis
signal processing
power quality
url http://www.degruyter.com/view/j/mms.2014.21.issue-3/mms-2014-0044/mms-2014-0044.xml?format=INT
work_keys_str_mv AT zygarlickijarosław pronysmethodwithreducedsamplingnumericalaspects
AT mroczkajanusz pronysmethodwithreducedsamplingnumericalaspects
_version_ 1724520505168363520