Moving target detection for polarimetric multiple-input multiple-output radar in Gaussian clutter
This study deals with the problem of moving target detection (MTD) for polarimetric multiple-input multiple-output (MIMO) radar in the presence of Gaussian clutter. The authors extend the framework for MTD with MIMO radar to a generic number polarisation channels case. Within the polarimetric framew...
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| Published in | IET radar, sonar & navigation Vol. 9; no. 3; pp. 285 - 298 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
The Institution of Engineering and Technology
01.03.2015
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1751-8784 1751-8792 1751-8792 |
| DOI | 10.1049/iet-rsn.2014.0157 |
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| Abstract | This study deals with the problem of moving target detection (MTD) for polarimetric multiple-input multiple-output (MIMO) radar in the presence of Gaussian clutter. The authors extend the framework for MTD with MIMO radar to a generic number polarisation channels case. Within the polarimetric framework, the new generalised likelihood ratio test for moving target is first proposed. Then, the target velocity estimation problem is investigated. The maximum-likelihood (ML) estimator for target velocity is developed, and the corresponding Cramer–Rao bound is derived which serves as a benchmark of the estimation performance. Next, the adaptive version of the new polarimetric detector is considered. The covariance matrix is estimated using the sample covariance matrix and the model-based strategies based on the secondary data. Finally, several numerical simulations of the proposed polarimetric detector and ML estimator with typical parameters are obtained and discussed. |
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| AbstractList | This study deals with the problem of moving target detection (MTD) for polarimetric multiple‐input multiple‐output (MIMO) radar in the presence of Gaussian clutter. The authors extend the framework for MTD with MIMO radar to a generic number polarisation channels case. Within the polarimetric framework, the new generalised likelihood ratio test for moving target is first proposed. Then, the target velocity estimation problem is investigated. The maximum‐likelihood (ML) estimator for target velocity is developed, and the corresponding Cramer–Rao bound is derived which serves as a benchmark of the estimation performance. Next, the adaptive version of the new polarimetric detector is considered. The covariance matrix is estimated using the sample covariance matrix and the model‐based strategies based on the secondary data. Finally, several numerical simulations of the proposed polarimetric detector and ML estimator with typical parameters are obtained and discussed. |
| Author | Li, Na Liu, Qing Huo Kong, Lingjiang Cui, Guolong |
| Author_xml | – sequence: 1 givenname: Na surname: Li fullname: Li, Na organization: 1Department of Signal and Information Processing, University of Electronic Science and Technology of China, Chengdu 611731, People's Republic of China – sequence: 2 givenname: Guolong surname: Cui fullname: Cui, Guolong email: cuiguolong@uestc.edu.cn organization: 1Department of Signal and Information Processing, University of Electronic Science and Technology of China, Chengdu 611731, People's Republic of China – sequence: 3 givenname: Lingjiang surname: Kong fullname: Kong, Lingjiang organization: 1Department of Signal and Information Processing, University of Electronic Science and Technology of China, Chengdu 611731, People's Republic of China – sequence: 4 givenname: Qing Huo surname: Liu fullname: Liu, Qing Huo organization: 2Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, USA |
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| CitedBy_id | crossref_primary_10_1049_iet_rsn_2016_0648 crossref_primary_10_1049_joe_2019_0705 crossref_primary_10_1109_ACCESS_2019_2931604 crossref_primary_10_7498_aps_66_048401 crossref_primary_10_1016_j_sigpro_2020_107709 crossref_primary_10_1109_TSP_2017_2714999 crossref_primary_10_1049_iet_rsn_2018_5255 crossref_primary_10_1016_j_dsp_2017_02_012 crossref_primary_10_1007_s11432_020_3211_8 crossref_primary_10_1049_iet_rsn_2018_5331 crossref_primary_10_1049_iet_rsn_2018_5342 |
| Cites_doi | 10.1016/j.sigpro.2013.03.001 10.1049/iet-rsn.2011.0376 10.1109/ICNN.1995.488968 10.1109/TAES.2010.5545189 10.1049/iet-spr.2009.0271 10.1109/7.976960 10.1111/j.2517-6161.1977.tb01600.x 10.1109/TSP.2009.2036472 10.1007/s00034-013-9718-9 10.1109/TSP.2005.862813 10.1016/0165-1684(94)00097-J 10.1109/7.18677 10.1109/TAES.2011.5937292 10.1049/iet-rsn.2009.0056 10.1109/TIT.2010.2068930 10.1109/TSP.2007.909046 10.1016/S0165-1684(01)00150-5 10.1109/JSTSP.2009.2038980 10.1109/TSP.2013.2245323 10.1109/TAES.2004.1292147 10.1109/TSP.2011.2141665 10.1109/MSP.2008.4408448 10.1109/TSP.2011.2160861 |
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| Keywords | radar detection transmitting antennas radar antennas generalised likelihood ratio test generic number polarisation channels case object detection polarimetric multiple-input-multiple-output covariance matrix estimation polarimetric MIMO radar maximum likelihood estimation radar polarimetry radar signal processing receiving antennas receive antennas radar clutter MIMO radar antenna radiation patterns model-based strategies antenna arrays Gaussian clutter statistical testing covariance matrices Cramer-Rao bound maximum-likelihood target velocity estimation problem transmit antennas Gaussian processes polarimetric detector moving target detection problem |
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| Snippet | This study deals with the problem of moving target detection (MTD) for polarimetric multiple-input multiple-output (MIMO) radar in the presence of Gaussian... This study deals with the problem of moving target detection (MTD) for polarimetric multiple‐input multiple‐output (MIMO) radar in the presence of Gaussian... |
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| SubjectTerms | antenna arrays antenna radiation patterns Clutter covariance matrices Covariance matrix covariance matrix estimation Cramer‐Rao bound Detectors Estimators Gaussian Gaussian clutter Gaussian processes generalised likelihood ratio test generic number polarisation channels case Mathematical models maximum likelihood estimation maximum‐likelihood target velocity estimation problem MIMO radar model‐based strategies moving target detection problem Moving targets object detection polarimetric detector polarimetric MIMO radar polarimetric multiple‐input‐multiple‐output Radar radar antennas radar clutter radar detection radar polarimetry radar signal processing receive antennas receiving antennas statistical testing transmit antennas transmitting antennas |
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| Title | Moving target detection for polarimetric multiple-input multiple-output radar in Gaussian clutter |
| URI | http://digital-library.theiet.org/content/journals/10.1049/iet-rsn.2014.0157 https://onlinelibrary.wiley.com/doi/abs/10.1049%2Fiet-rsn.2014.0157 https://www.proquest.com/docview/1785235912 https://www.proquest.com/docview/1808096721 https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/iet-rsn.2014.0157 |
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