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Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System
In indoor environments, the Global Positioning System (GPS) and long-range tracking radar systems are not optimal, because of signal propagation limitations in the indoor environment. In recent years, the use of ultra-wide band (UWB) technology has become a possible solution for object detection, lo...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435178/ https://www.ncbi.nlm.nih.gov/pubmed/25808773 http://dx.doi.org/10.3390/s150306740 |
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author | Nguyen, Van-Han Pyun, Jae-Young |
author_facet | Nguyen, Van-Han Pyun, Jae-Young |
author_sort | Nguyen, Van-Han |
collection | PubMed |
description | In indoor environments, the Global Positioning System (GPS) and long-range tracking radar systems are not optimal, because of signal propagation limitations in the indoor environment. In recent years, the use of ultra-wide band (UWB) technology has become a possible solution for object detection, localization and tracking in indoor environments, because of its high range resolution, compact size and low cost. This paper presents improved target detection and tracking techniques for moving objects with impulse-radio UWB (IR-UWB) radar in a short-range indoor area. This is achieved through signal-processing steps, such as clutter reduction, target detection, target localization and tracking. In this paper, we introduce a new combination consisting of our proposed signal-processing procedures. In the clutter-reduction step, a filtering method that uses a Kalman filter (KF) is proposed. Then, in the target detection step, a modification of the conventional CLEAN algorithm which is used to estimate the impulse response from observation region is applied for the advanced elimination of false alarms. Then, the output is fed into the target localization and tracking step, in which the target location and trajectory are determined and tracked by using unscented KF in two-dimensional coordinates. In each step, the proposed methods are compared to conventional methods to demonstrate the differences in performance. The experiments are carried out using actual IR-UWB radar under different scenarios. The results verify that the proposed methods can improve the probability and efficiency of target detection and tracking. |
format | Online Article Text |
id | pubmed-4435178 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-44351782015-05-19 Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System Nguyen, Van-Han Pyun, Jae-Young Sensors (Basel) Article In indoor environments, the Global Positioning System (GPS) and long-range tracking radar systems are not optimal, because of signal propagation limitations in the indoor environment. In recent years, the use of ultra-wide band (UWB) technology has become a possible solution for object detection, localization and tracking in indoor environments, because of its high range resolution, compact size and low cost. This paper presents improved target detection and tracking techniques for moving objects with impulse-radio UWB (IR-UWB) radar in a short-range indoor area. This is achieved through signal-processing steps, such as clutter reduction, target detection, target localization and tracking. In this paper, we introduce a new combination consisting of our proposed signal-processing procedures. In the clutter-reduction step, a filtering method that uses a Kalman filter (KF) is proposed. Then, in the target detection step, a modification of the conventional CLEAN algorithm which is used to estimate the impulse response from observation region is applied for the advanced elimination of false alarms. Then, the output is fed into the target localization and tracking step, in which the target location and trajectory are determined and tracked by using unscented KF in two-dimensional coordinates. In each step, the proposed methods are compared to conventional methods to demonstrate the differences in performance. The experiments are carried out using actual IR-UWB radar under different scenarios. The results verify that the proposed methods can improve the probability and efficiency of target detection and tracking. MDPI 2015-03-19 /pmc/articles/PMC4435178/ /pubmed/25808773 http://dx.doi.org/10.3390/s150306740 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Nguyen, Van-Han Pyun, Jae-Young Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System |
title | Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System |
title_full | Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System |
title_fullStr | Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System |
title_full_unstemmed | Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System |
title_short | Location Detection and Tracking of Moving Targets by a 2D IR-UWB Radar System |
title_sort | location detection and tracking of moving targets by a 2d ir-uwb radar system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435178/ https://www.ncbi.nlm.nih.gov/pubmed/25808773 http://dx.doi.org/10.3390/s150306740 |
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