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Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking

Aimed at space-based passive detection and tracking of ballistic targets, a multi-target multi-Bernoulli (MeMber) filtering algorithm based on a focal plane ambiguous measurement model is proposed. The measurement error sources of space-based passive detection are analyzed. It is found that focal pl...

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Detalles Bibliográficos
Autores principales: Zhao, Wei, Huang, Shucai, Cao, Wenhuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263924/
https://www.ncbi.nlm.nih.gov/pubmed/30453552
http://dx.doi.org/10.3390/s18113996
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author Zhao, Wei
Huang, Shucai
Cao, Wenhuan
author_facet Zhao, Wei
Huang, Shucai
Cao, Wenhuan
author_sort Zhao, Wei
collection PubMed
description Aimed at space-based passive detection and tracking of ballistic targets, a multi-target multi-Bernoulli (MeMber) filtering algorithm based on a focal plane ambiguous measurement model is proposed. The measurement error sources of space-based passive detection are analyzed. It is found that focal plane target tracking is the basis of space target tracking in the framework of the distributed data processing structure, and the main error of focal plane measurement is pixel resolution. Based on the above analysis, the focal plane ambiguous measurement model is established to replace the traditional measurement model and the generalized likelihood function is designed. Finally, the MeMber filter is modified based on ambiguous measurement and generalized likelihood function. The simulation experiment compares the tracking effect of a MeMber filter based on ambiguous measurement and traditional measurement, respectively. The filter based on ambiguous measurement achieves better results. It shows that ambiguous measurement is closer to reality and has more application value.
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spelling pubmed-62639242018-12-12 Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking Zhao, Wei Huang, Shucai Cao, Wenhuan Sensors (Basel) Article Aimed at space-based passive detection and tracking of ballistic targets, a multi-target multi-Bernoulli (MeMber) filtering algorithm based on a focal plane ambiguous measurement model is proposed. The measurement error sources of space-based passive detection are analyzed. It is found that focal plane target tracking is the basis of space target tracking in the framework of the distributed data processing structure, and the main error of focal plane measurement is pixel resolution. Based on the above analysis, the focal plane ambiguous measurement model is established to replace the traditional measurement model and the generalized likelihood function is designed. Finally, the MeMber filter is modified based on ambiguous measurement and generalized likelihood function. The simulation experiment compares the tracking effect of a MeMber filter based on ambiguous measurement and traditional measurement, respectively. The filter based on ambiguous measurement achieves better results. It shows that ambiguous measurement is closer to reality and has more application value. MDPI 2018-11-16 /pmc/articles/PMC6263924/ /pubmed/30453552 http://dx.doi.org/10.3390/s18113996 Text en © 2018 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
Zhao, Wei
Huang, Shucai
Cao, Wenhuan
Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking
title Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking
title_full Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking
title_fullStr Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking
title_full_unstemmed Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking
title_short Space-Based Focal Plane Ambiguous Measurement Ballistic Target MeMber Tracking
title_sort space-based focal plane ambiguous measurement ballistic target member tracking
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263924/
https://www.ncbi.nlm.nih.gov/pubmed/30453552
http://dx.doi.org/10.3390/s18113996
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