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Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels

Recently, the Gini index detector (GID) has been proposed as an alternative for data-fusion cooperative spectrum sensing, being mostly suitable for channels with line-of-sight or dominant multi-path components. The GID is quite robust against time-varying noise and signal powers, has the constant fa...

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Autor principal: Guimarães, Dayan Adionel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10302314/
https://www.ncbi.nlm.nih.gov/pubmed/37420570
http://dx.doi.org/10.3390/s23125403
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author Guimarães, Dayan Adionel
author_facet Guimarães, Dayan Adionel
author_sort Guimarães, Dayan Adionel
collection PubMed
description Recently, the Gini index detector (GID) has been proposed as an alternative for data-fusion cooperative spectrum sensing, being mostly suitable for channels with line-of-sight or dominant multi-path components. The GID is quite robust against time-varying noise and signal powers, has the constant false-alarm rate property, can outperform many the state-of-the-art robust detectors, and is one of the simplest detectors developed so far. The modified GID (mGID) is devised in this article. It inherits the attractive attributes of the GID, yet with a computational cost far below the GID. Specifically, the time complexity of the mGID obeys approximately the same run-time growth rate of the GID, but has a constant factor approximately [Formula: see text] times smaller. Equivalently, the mGID takes approximately [Formula: see text] of the computation time spent to calculate the GID test statistic, which brings a huge reduction in the latency of the spectrum sensing process. Moreover, this latency reduction comes with no performance loss with respect to the GID.
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spelling pubmed-103023142023-06-29 Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels Guimarães, Dayan Adionel Sensors (Basel) Article Recently, the Gini index detector (GID) has been proposed as an alternative for data-fusion cooperative spectrum sensing, being mostly suitable for channels with line-of-sight or dominant multi-path components. The GID is quite robust against time-varying noise and signal powers, has the constant false-alarm rate property, can outperform many the state-of-the-art robust detectors, and is one of the simplest detectors developed so far. The modified GID (mGID) is devised in this article. It inherits the attractive attributes of the GID, yet with a computational cost far below the GID. Specifically, the time complexity of the mGID obeys approximately the same run-time growth rate of the GID, but has a constant factor approximately [Formula: see text] times smaller. Equivalently, the mGID takes approximately [Formula: see text] of the computation time spent to calculate the GID test statistic, which brings a huge reduction in the latency of the spectrum sensing process. Moreover, this latency reduction comes with no performance loss with respect to the GID. MDPI 2023-06-07 /pmc/articles/PMC10302314/ /pubmed/37420570 http://dx.doi.org/10.3390/s23125403 Text en © 2023 by the author. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Guimarães, Dayan Adionel
Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels
title Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels
title_full Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels
title_fullStr Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels
title_full_unstemmed Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels
title_short Modified Gini Index Detector for Cooperative Spectrum Sensing over Line-of-Sight Channels
title_sort modified gini index detector for cooperative spectrum sensing over line-of-sight channels
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10302314/
https://www.ncbi.nlm.nih.gov/pubmed/37420570
http://dx.doi.org/10.3390/s23125403
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