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Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model
Two-wave with diffuse power (TWDP) is one of the most promising models for description of a small-scale fading effects in the emerging wireless networks. However, its conventional parameterization based on parameters K and [Formula: see text] is not in line with model’s underlying physical mechanism...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838422/ https://www.ncbi.nlm.nih.gov/pubmed/35161524 http://dx.doi.org/10.3390/s22030774 |
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author | Njemcevic, Pamela Kaljic, Enio Maric, Almir |
author_facet | Njemcevic, Pamela Kaljic, Enio Maric, Almir |
author_sort | Njemcevic, Pamela |
collection | PubMed |
description | Two-wave with diffuse power (TWDP) is one of the most promising models for description of a small-scale fading effects in the emerging wireless networks. However, its conventional parameterization based on parameters K and [Formula: see text] is not in line with model’s underlying physical mechanisms. Accordingly, in this paper, we first identified anomalies related to usage of conventional TWDP parameterization in moment-based estimation, showing that the existing [Formula: see text]-based estimators are unable to provide meaningful estimates in some channel conditions. Then, we derived moment-based estimators of recently introduced physically justified TWDP parameters K and [Formula: see text] and analyzed their performance through asymptotic variance (AsV) and Cramer–Rao bound (CRB) metrics. Performed analysis has shown that [Formula: see text]-based estimators managed to overcome all anomalies observed for [Formula: see text]-based estimators, simultaneously improving the overall moment-based estimation accuracy. |
format | Online Article Text |
id | pubmed-8838422 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88384222022-02-13 Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model Njemcevic, Pamela Kaljic, Enio Maric, Almir Sensors (Basel) Article Two-wave with diffuse power (TWDP) is one of the most promising models for description of a small-scale fading effects in the emerging wireless networks. However, its conventional parameterization based on parameters K and [Formula: see text] is not in line with model’s underlying physical mechanisms. Accordingly, in this paper, we first identified anomalies related to usage of conventional TWDP parameterization in moment-based estimation, showing that the existing [Formula: see text]-based estimators are unable to provide meaningful estimates in some channel conditions. Then, we derived moment-based estimators of recently introduced physically justified TWDP parameters K and [Formula: see text] and analyzed their performance through asymptotic variance (AsV) and Cramer–Rao bound (CRB) metrics. Performed analysis has shown that [Formula: see text]-based estimators managed to overcome all anomalies observed for [Formula: see text]-based estimators, simultaneously improving the overall moment-based estimation accuracy. MDPI 2022-01-20 /pmc/articles/PMC8838422/ /pubmed/35161524 http://dx.doi.org/10.3390/s22030774 Text en © 2022 by the authors. 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 Njemcevic, Pamela Kaljic, Enio Maric, Almir Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model |
title | Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model |
title_full | Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model |
title_fullStr | Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model |
title_full_unstemmed | Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model |
title_short | Moment-Based Parameter Estimation for the Γ-Parameterized TWDP Model |
title_sort | moment-based parameter estimation for the γ-parameterized twdp model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838422/ https://www.ncbi.nlm.nih.gov/pubmed/35161524 http://dx.doi.org/10.3390/s22030774 |
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