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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...
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/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. |
format | Online Article Text |
id | pubmed-7147471 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhanronghui jointtrackingandclassificationofmultipletargetswithscatteringcentermodelandcbmemberfilter AT wangliping jointtrackingandclassificationofmultipletargetswithscatteringcentermodelandcbmemberfilter AT zhangjun jointtrackingandclassificationofmultipletargetswithscatteringcentermodelandcbmemberfilter |