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Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars
Automotive radars, which are used for preceding vehicle tracking, have attracted significant attention in recent years. However, the false measurements that occur in cluttered roadways hinders the tracking process in vehicles; thus, it is essential to develop automotive radar systems that are robust...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8780147/ https://www.ncbi.nlm.nih.gov/pubmed/35062538 http://dx.doi.org/10.3390/s22020578 |
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author | Pak, Jung Min |
author_facet | Pak, Jung Min |
author_sort | Pak, Jung Min |
collection | PubMed |
description | Automotive radars, which are used for preceding vehicle tracking, have attracted significant attention in recent years. However, the false measurements that occur in cluttered roadways hinders the tracking process in vehicles; thus, it is essential to develop automotive radar systems that are robust against false measurements. This study proposed a novel track formation algorithm to initialize the preceding vehicle tracking in automotive radar systems. The proposed algorithm is based on finite impulse response filtering, and exhibited significantly higher accuracy in highly cluttered environments than a conventional track formation algorithm. The excellent performance of the proposed algorithm was demonstrated using extensive simulations under real conditions. |
format | Online Article Text |
id | pubmed-8780147 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87801472022-01-22 Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars Pak, Jung Min Sensors (Basel) Article Automotive radars, which are used for preceding vehicle tracking, have attracted significant attention in recent years. However, the false measurements that occur in cluttered roadways hinders the tracking process in vehicles; thus, it is essential to develop automotive radar systems that are robust against false measurements. This study proposed a novel track formation algorithm to initialize the preceding vehicle tracking in automotive radar systems. The proposed algorithm is based on finite impulse response filtering, and exhibited significantly higher accuracy in highly cluttered environments than a conventional track formation algorithm. The excellent performance of the proposed algorithm was demonstrated using extensive simulations under real conditions. MDPI 2022-01-12 /pmc/articles/PMC8780147/ /pubmed/35062538 http://dx.doi.org/10.3390/s22020578 Text en © 2022 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 Pak, Jung Min Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars |
title | Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars |
title_full | Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars |
title_fullStr | Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars |
title_full_unstemmed | Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars |
title_short | Finite Impulse Response Filter-Based Track Formation for Preceding Vehicle Tracking Using Automotive Radars |
title_sort | finite impulse response filter-based track formation for preceding vehicle tracking using automotive radars |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8780147/ https://www.ncbi.nlm.nih.gov/pubmed/35062538 http://dx.doi.org/10.3390/s22020578 |
work_keys_str_mv | AT pakjungmin finiteimpulseresponsefilterbasedtrackformationforprecedingvehicletrackingusingautomotiveradars |