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An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization
In time-of-arrival (TOA) localization systems, errors caused by non-line-of-sight (NLOS) signal propagation could significantly degrade the location accuracy. Existing works on NLOS error mitigation commonly assume that NLOS error statistics or the TOA measurement noise variances are known. Such inf...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085785/ https://www.ncbi.nlm.nih.gov/pubmed/32143425 http://dx.doi.org/10.3390/s20051403 |
_version_ | 1783509012540555264 |
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author | Zou, Yanbin Liu, Huaping |
author_facet | Zou, Yanbin Liu, Huaping |
author_sort | Zou, Yanbin |
collection | PubMed |
description | In time-of-arrival (TOA) localization systems, errors caused by non-line-of-sight (NLOS) signal propagation could significantly degrade the location accuracy. Existing works on NLOS error mitigation commonly assume that NLOS error statistics or the TOA measurement noise variances are known. Such information is generally unavailable in practice. The goal of this paper is to develop an NLOS error mitigation scheme without requiring such information. The core of the proposed algorithm is a constrained least-squares optimization, which is converted into a semidefinite programming (SDP) problem that can be easily solved by using the CVX toolbox. This scheme is then extended for cooperative source localization. Additionally, its performance is better than existing schemes for most of the scenarios, which will be validated via extensive simulation. |
format | Online Article Text |
id | pubmed-7085785 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-70857852020-03-25 An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization Zou, Yanbin Liu, Huaping Sensors (Basel) Article In time-of-arrival (TOA) localization systems, errors caused by non-line-of-sight (NLOS) signal propagation could significantly degrade the location accuracy. Existing works on NLOS error mitigation commonly assume that NLOS error statistics or the TOA measurement noise variances are known. Such information is generally unavailable in practice. The goal of this paper is to develop an NLOS error mitigation scheme without requiring such information. The core of the proposed algorithm is a constrained least-squares optimization, which is converted into a semidefinite programming (SDP) problem that can be easily solved by using the CVX toolbox. This scheme is then extended for cooperative source localization. Additionally, its performance is better than existing schemes for most of the scenarios, which will be validated via extensive simulation. MDPI 2020-03-04 /pmc/articles/PMC7085785/ /pubmed/32143425 http://dx.doi.org/10.3390/s20051403 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 Zou, Yanbin Liu, Huaping An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization |
title | An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization |
title_full | An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization |
title_fullStr | An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization |
title_full_unstemmed | An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization |
title_short | An Efficient NLOS Errors Mitigation Algorithm for TOA-Based Localization |
title_sort | efficient nlos errors mitigation algorithm for toa-based localization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085785/ https://www.ncbi.nlm.nih.gov/pubmed/32143425 http://dx.doi.org/10.3390/s20051403 |
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