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Design of a Test for Detecting the Presence of Impulsive Noise

This paper proposes a new test method of detecting the presence of impulsive noise based on a complementary cumulative density function (CCDF). Impulsive noise severely degrades performance of communication systems and the conventional Kolmogorov–Smirnov (K–S) test may not perform well, because the...

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Autores principales: Oh, Hyungkook, Seo, Dongho, Nam, Haewoon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764179/
https://www.ncbi.nlm.nih.gov/pubmed/33322805
http://dx.doi.org/10.3390/s20247135
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author Oh, Hyungkook
Seo, Dongho
Nam, Haewoon
author_facet Oh, Hyungkook
Seo, Dongho
Nam, Haewoon
author_sort Oh, Hyungkook
collection PubMed
description This paper proposes a new test method of detecting the presence of impulsive noise based on a complementary cumulative density function (CCDF). Impulsive noise severely degrades performance of communication systems and the conventional Kolmogorov–Smirnov (K–S) test may not perform well, because the test does not consider the characteristics of impulsive noise. In order to detect the presence of impulsive noise reliably, the CCDF of measurement samples is analyzed and compared with the CCDF of additive white Gaussian noise to find the difference between those CCDFs. Due to the nature of heavy-tails in impulsive noise, only the maximum difference may not be sufficient for the accurate detection of impulsive noise. Therefore, the proposed method applies the test hypothesis using the weighted sum of all the differences between those CCDFs. Simulation results justify that the proposed test is more robust and provides lower miss detection probability than the K–S test in the presence of impulsive noise.
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spelling pubmed-77641792020-12-27 Design of a Test for Detecting the Presence of Impulsive Noise Oh, Hyungkook Seo, Dongho Nam, Haewoon Sensors (Basel) Article This paper proposes a new test method of detecting the presence of impulsive noise based on a complementary cumulative density function (CCDF). Impulsive noise severely degrades performance of communication systems and the conventional Kolmogorov–Smirnov (K–S) test may not perform well, because the test does not consider the characteristics of impulsive noise. In order to detect the presence of impulsive noise reliably, the CCDF of measurement samples is analyzed and compared with the CCDF of additive white Gaussian noise to find the difference between those CCDFs. Due to the nature of heavy-tails in impulsive noise, only the maximum difference may not be sufficient for the accurate detection of impulsive noise. Therefore, the proposed method applies the test hypothesis using the weighted sum of all the differences between those CCDFs. Simulation results justify that the proposed test is more robust and provides lower miss detection probability than the K–S test in the presence of impulsive noise. MDPI 2020-12-12 /pmc/articles/PMC7764179/ /pubmed/33322805 http://dx.doi.org/10.3390/s20247135 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Oh, Hyungkook
Seo, Dongho
Nam, Haewoon
Design of a Test for Detecting the Presence of Impulsive Noise
title Design of a Test for Detecting the Presence of Impulsive Noise
title_full Design of a Test for Detecting the Presence of Impulsive Noise
title_fullStr Design of a Test for Detecting the Presence of Impulsive Noise
title_full_unstemmed Design of a Test for Detecting the Presence of Impulsive Noise
title_short Design of a Test for Detecting the Presence of Impulsive Noise
title_sort design of a test for detecting the presence of impulsive noise
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764179/
https://www.ncbi.nlm.nih.gov/pubmed/33322805
http://dx.doi.org/10.3390/s20247135
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