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A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking
This paper addresses the problem of modeling maneuvering target motion in tracking applications. A target trajectory can typically be divided into segments with different dynamic motion modes, such as a constant velocity motion, a constant acceleration motion or a constant turn rate motion. To integ...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4003991/ https://www.ncbi.nlm.nih.gov/pubmed/24633450 http://dx.doi.org/10.3390/s140305239 |
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author | Zhai, Guan Meng, Huadong Wang, Xiqin |
author_facet | Zhai, Guan Meng, Huadong Wang, Xiqin |
author_sort | Zhai, Guan |
collection | PubMed |
description | This paper addresses the problem of modeling maneuvering target motion in tracking applications. A target trajectory can typically be divided into segments with different dynamic motion modes, such as a constant velocity motion, a constant acceleration motion or a constant turn rate motion. To integrate the different motion modes into a uniform model, a Constant Speed Changing Rate and Constant Turn Rate (CSCRCTR) model is proposed. A new state vector is defined, and the state transition function is derived. Based on the CSCRCTR model, we present a tracking algorithm using a particle filter. The performances of the CSCRCTR model, the uniform model (UM) and the interacting multiple model (IMM) for tracking a simulated maneuvering target are compared and show that the CSCRCTR model maintains a good consistency for different types of motions and achieves better accuracy than UM and IMM when maneuvers occur. |
format | Online Article Text |
id | pubmed-4003991 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-40039912014-04-29 A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking Zhai, Guan Meng, Huadong Wang, Xiqin Sensors (Basel) Article This paper addresses the problem of modeling maneuvering target motion in tracking applications. A target trajectory can typically be divided into segments with different dynamic motion modes, such as a constant velocity motion, a constant acceleration motion or a constant turn rate motion. To integrate the different motion modes into a uniform model, a Constant Speed Changing Rate and Constant Turn Rate (CSCRCTR) model is proposed. A new state vector is defined, and the state transition function is derived. Based on the CSCRCTR model, we present a tracking algorithm using a particle filter. The performances of the CSCRCTR model, the uniform model (UM) and the interacting multiple model (IMM) for tracking a simulated maneuvering target are compared and show that the CSCRCTR model maintains a good consistency for different types of motions and achieves better accuracy than UM and IMM when maneuvers occur. MDPI 2014-03-13 /pmc/articles/PMC4003991/ /pubmed/24633450 http://dx.doi.org/10.3390/s140305239 Text en © 2014 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 license (http://creativecommons.org/licenses/by/3.0/) |
spellingShingle | Article Zhai, Guan Meng, Huadong Wang, Xiqin A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking |
title | A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking |
title_full | A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking |
title_fullStr | A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking |
title_full_unstemmed | A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking |
title_short | A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking |
title_sort | constant speed changing rate and constant turn rate model for maneuvering target tracking |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4003991/ https://www.ncbi.nlm.nih.gov/pubmed/24633450 http://dx.doi.org/10.3390/s140305239 |
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