Cargando…

A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar

Maritime moving target detection and tracking through particle filter based track-before-detect (PF-TBD) has significant practical value for airborne forward-looking scanning radar. However, villainous weather and surging of ocean waves make it extremely difficult to accurately obtain a statistical...

Descripción completa

Detalles Bibliográficos
Autores principales: Huo, Weibo, Pei, Jifang, Huang, Yulin, Zhang, Qian, Yang, Jianyu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6479950/
https://www.ncbi.nlm.nih.gov/pubmed/30986923
http://dx.doi.org/10.3390/s19071586
_version_ 1783413463546068992
author Huo, Weibo
Pei, Jifang
Huang, Yulin
Zhang, Qian
Yang, Jianyu
author_facet Huo, Weibo
Pei, Jifang
Huang, Yulin
Zhang, Qian
Yang, Jianyu
author_sort Huo, Weibo
collection PubMed
description Maritime moving target detection and tracking through particle filter based track-before-detect (PF-TBD) has significant practical value for airborne forward-looking scanning radar. However, villainous weather and surging of ocean waves make it extremely difficult to accurately obtain a statistical model for sea clutter. As the likelihood ratio calculation in PF-TBD is dependent on the distribution of the clutter, the performance of traditional distribution-based PF-TBD seriously declines. To resolve these difficulties, this paper proposes a new target detection and tracking method, named spectral-residual-binary-entropy-based PF-TBD (SRBE-PF-TBD), which is independent from the prior knowledge of sea clutter. In the proposed method, the likelihood ratio calculation is implemented by first extracting the spectral residual of the input image to obtain the saliency map, and then constructing likelihood ratio through a binarization processing and information entropy calculation. Simulation results show that the proposed method had superior performance of maritime moving target detection and tracking.
format Online
Article
Text
id pubmed-6479950
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-64799502019-04-29 A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar Huo, Weibo Pei, Jifang Huang, Yulin Zhang, Qian Yang, Jianyu Sensors (Basel) Article Maritime moving target detection and tracking through particle filter based track-before-detect (PF-TBD) has significant practical value for airborne forward-looking scanning radar. However, villainous weather and surging of ocean waves make it extremely difficult to accurately obtain a statistical model for sea clutter. As the likelihood ratio calculation in PF-TBD is dependent on the distribution of the clutter, the performance of traditional distribution-based PF-TBD seriously declines. To resolve these difficulties, this paper proposes a new target detection and tracking method, named spectral-residual-binary-entropy-based PF-TBD (SRBE-PF-TBD), which is independent from the prior knowledge of sea clutter. In the proposed method, the likelihood ratio calculation is implemented by first extracting the spectral residual of the input image to obtain the saliency map, and then constructing likelihood ratio through a binarization processing and information entropy calculation. Simulation results show that the proposed method had superior performance of maritime moving target detection and tracking. MDPI 2019-04-02 /pmc/articles/PMC6479950/ /pubmed/30986923 http://dx.doi.org/10.3390/s19071586 Text en © 2019 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
Huo, Weibo
Pei, Jifang
Huang, Yulin
Zhang, Qian
Yang, Jianyu
A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
title A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
title_full A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
title_fullStr A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
title_full_unstemmed A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
title_short A New Maritime Moving Target Detection and Tracking Method for Airborne Forward-looking Scanning Radar
title_sort new maritime moving target detection and tracking method for airborne forward-looking scanning radar
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6479950/
https://www.ncbi.nlm.nih.gov/pubmed/30986923
http://dx.doi.org/10.3390/s19071586
work_keys_str_mv AT huoweibo anewmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT peijifang anewmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT huangyulin anewmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT zhangqian anewmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT yangjianyu anewmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT huoweibo newmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT peijifang newmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT huangyulin newmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT zhangqian newmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar
AT yangjianyu newmaritimemovingtargetdetectionandtrackingmethodforairborneforwardlookingscanningradar