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Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †

This paper deals with joint tracking and classification (JTC) of multiple targets based on scattering center model (SCM) and wideband radar observations. We first introduce an SCM-based JTC method, where the SCM is used to generate the predicted high range resolution profile (HRRP) with the informat...

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Detalles Bibliográficos
Autores principales: Zhan, Ronghui, Wang, Liping, Zhang, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147471/
https://www.ncbi.nlm.nih.gov/pubmed/32192223
http://dx.doi.org/10.3390/s20061679
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author Zhan, Ronghui
Wang, Liping
Zhang, Jun
author_facet Zhan, Ronghui
Wang, Liping
Zhang, Jun
author_sort Zhan, Ronghui
collection PubMed
description This paper deals with joint tracking and classification (JTC) of multiple targets based on scattering center model (SCM) and wideband radar observations. We first introduce an SCM-based JTC method, where the SCM is used to generate the predicted high range resolution profile (HRRP) with the information of the target aspect angle, and target classification is implemented through the data correlation of observed HRRP with predicted HRRPs. To solve the problem of multi-target JTC in the presence of clutter and detection uncertainty, we then integrate the SCM-based JTC method into the CBMeMBer filter framework, and derive a novel SCM-JTC-CBMeMBer filter with Bayesian theory. To further tackle the complex integrals’ calculation involved in targets state and class estimation, we finally provide the sequential Monte Carlo (SMC) implementation of the proposed SCM-JTC-CBMeMBer filter. The effectiveness of the presented multi-target JTC method is validated by simulation results under the application scenario of maritime ship surveillance.
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spelling pubmed-71474712020-04-20 Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter † Zhan, Ronghui Wang, Liping Zhang, Jun Sensors (Basel) Article This paper deals with joint tracking and classification (JTC) of multiple targets based on scattering center model (SCM) and wideband radar observations. We first introduce an SCM-based JTC method, where the SCM is used to generate the predicted high range resolution profile (HRRP) with the information of the target aspect angle, and target classification is implemented through the data correlation of observed HRRP with predicted HRRPs. To solve the problem of multi-target JTC in the presence of clutter and detection uncertainty, we then integrate the SCM-based JTC method into the CBMeMBer filter framework, and derive a novel SCM-JTC-CBMeMBer filter with Bayesian theory. To further tackle the complex integrals’ calculation involved in targets state and class estimation, we finally provide the sequential Monte Carlo (SMC) implementation of the proposed SCM-JTC-CBMeMBer filter. The effectiveness of the presented multi-target JTC method is validated by simulation results under the application scenario of maritime ship surveillance. MDPI 2020-03-17 /pmc/articles/PMC7147471/ /pubmed/32192223 http://dx.doi.org/10.3390/s20061679 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
Zhan, Ronghui
Wang, Liping
Zhang, Jun
Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †
title Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †
title_full Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †
title_fullStr Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †
title_full_unstemmed Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †
title_short Joint Tracking and Classification of Multiple Targets with Scattering Center Model and CBMeMBer Filter †
title_sort joint tracking and classification of multiple targets with scattering center model and cbmember filter †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147471/
https://www.ncbi.nlm.nih.gov/pubmed/32192223
http://dx.doi.org/10.3390/s20061679
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AT wangliping jointtrackingandclassificationofmultipletargetswithscatteringcentermodelandcbmemberfilter
AT zhangjun jointtrackingandclassificationofmultipletargetswithscatteringcentermodelandcbmemberfilter