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Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter

The proposed work uses fixed lag smoothing on the interactive multiple model-integrated probabilistic data association algorithm (IMM-IPDA) to enhance its performance. This approach makes use of the advantages of the fixed lag smoothing algorithm to track the motion of a maneuvering target while it...

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Detalles Bibliográficos
Autores principales: Shah, Ghawas Ali, Khan, Sumair, Memon, Sufyan Ali, Shahzad, Mohsin, Mahmood, Zahid, Khan, Uzair
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9611332/
https://www.ncbi.nlm.nih.gov/pubmed/36298198
http://dx.doi.org/10.3390/s22207848
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author Shah, Ghawas Ali
Khan, Sumair
Memon, Sufyan Ali
Shahzad, Mohsin
Mahmood, Zahid
Khan, Uzair
author_facet Shah, Ghawas Ali
Khan, Sumair
Memon, Sufyan Ali
Shahzad, Mohsin
Mahmood, Zahid
Khan, Uzair
author_sort Shah, Ghawas Ali
collection PubMed
description The proposed work uses fixed lag smoothing on the interactive multiple model-integrated probabilistic data association algorithm (IMM-IPDA) to enhance its performance. This approach makes use of the advantages of the fixed lag smoothing algorithm to track the motion of a maneuvering target while it is surrounded by clutter. The suggested method provides a new mathematical foundation in terms of smoothing for mode probabilities in addition to the target trajectory state and target existence state by including the smoothing advantages. The suggested fixed lag smoothing IMM-IPDA (FLs IMM-IPDA) method’s root mean square error (RMSE), true track rate (TTR), and mode probabilities are compared to those of other recent algorithms in the literature in this study. The results clearly show that the proposed algorithm outperformed the already-known methods in the literature in terms of these above parameters of interest.
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spelling pubmed-96113322022-10-28 Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter Shah, Ghawas Ali Khan, Sumair Memon, Sufyan Ali Shahzad, Mohsin Mahmood, Zahid Khan, Uzair Sensors (Basel) Article The proposed work uses fixed lag smoothing on the interactive multiple model-integrated probabilistic data association algorithm (IMM-IPDA) to enhance its performance. This approach makes use of the advantages of the fixed lag smoothing algorithm to track the motion of a maneuvering target while it is surrounded by clutter. The suggested method provides a new mathematical foundation in terms of smoothing for mode probabilities in addition to the target trajectory state and target existence state by including the smoothing advantages. The suggested fixed lag smoothing IMM-IPDA (FLs IMM-IPDA) method’s root mean square error (RMSE), true track rate (TTR), and mode probabilities are compared to those of other recent algorithms in the literature in this study. The results clearly show that the proposed algorithm outperformed the already-known methods in the literature in terms of these above parameters of interest. MDPI 2022-10-16 /pmc/articles/PMC9611332/ /pubmed/36298198 http://dx.doi.org/10.3390/s22207848 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
Shah, Ghawas Ali
Khan, Sumair
Memon, Sufyan Ali
Shahzad, Mohsin
Mahmood, Zahid
Khan, Uzair
Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter
title Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter
title_full Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter
title_fullStr Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter
title_full_unstemmed Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter
title_short Improvement in the Tracking Performance of a Maneuvering Target in the Presence of Clutter
title_sort improvement in the tracking performance of a maneuvering target in the presence of clutter
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9611332/
https://www.ncbi.nlm.nih.gov/pubmed/36298198
http://dx.doi.org/10.3390/s22207848
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