Accurate Three-Dimensional Scattering Center Extraction for ISAR Image Using the Matched Filter-Based CLEAN Algorithm
Three-dimensional (3-D) scattering center models use a finite number of point scatterers to efficiently represent complex radar target signature. Using the CLEAN algorithm, 3-D scattering center model is extracted from the inverse synthetic aperture radar (ISAR) image, which is generated based on th...
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creator | YUN, Dal-Jae LEE, Jae-In BAE, Ky-Ung SONG, Won-Young MYUNG, Noh-Hoon |
description | Three-dimensional (3-D) scattering center models use a finite number of point scatterers to efficiently represent complex radar target signature. Using the CLEAN algorithm, 3-D scattering center model is extracted from the inverse synthetic aperture radar (ISAR) image, which is generated based on the shooting and bouncing ray (SBR) technique. The conventional CLEAN extracts the strongest peak iteratively based on the assumption that the scattering centers are isolated. In a realistic target, however, both interference from the closely spaced points and additive noise distort the extraction process. This paper proposes a matched filter-based CLEAN algorithm to improve accuracy efficiently. Using the matched filtering of which impulse response is the known point spread function (PSF), a point most correlated with the PSF is extracted. Thus, the proposed method optimally enhances the accuracy in the presence of massive distortions. Numerical simulations using canonical and realistic targets demonstrate that the extraction accuracy is improved without loss of time-efficiency compared with the existing CLEAN algorithms. |
doi_str_mv | 10.1587/transcom.2017ISP0005 |
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Using the CLEAN algorithm, 3-D scattering center model is extracted from the inverse synthetic aperture radar (ISAR) image, which is generated based on the shooting and bouncing ray (SBR) technique. The conventional CLEAN extracts the strongest peak iteratively based on the assumption that the scattering centers are isolated. In a realistic target, however, both interference from the closely spaced points and additive noise distort the extraction process. This paper proposes a matched filter-based CLEAN algorithm to improve accuracy efficiently. Using the matched filtering of which impulse response is the known point spread function (PSF), a point most correlated with the PSF is extracted. Thus, the proposed method optimally enhances the accuracy in the presence of massive distortions. Numerical simulations using canonical and realistic targets demonstrate that the extraction accuracy is improved without loss of time-efficiency compared with the existing CLEAN algorithms.</description><identifier>ISSN: 0916-8516</identifier><identifier>EISSN: 1745-1345</identifier><identifier>DOI: 10.1587/transcom.2017ISP0005</identifier><language>eng</language><publisher>Tokyo: The Institute of Electronics, Information and Communication Engineers</publisher><subject>Accuracy ; Algorithms ; CLEAN algorithm ; Computer simulation ; Filtration ; Image filters ; Impulse response ; Inverse synthetic aperture radar ; inverse synthetic aperture radar (ISAR) imaging ; matched filter ; Mathematical models ; point spread function ; Point spread functions ; Radar imaging ; Radar signatures ; Radar targets ; Scattering ; scattering center extraction ; Three dimensional models</subject><ispartof>IEICE Transactions on Communications, 2018/02/01, Vol.E101.B(2), pp.418-425</ispartof><rights>2018 The Institute of Electronics, Information and Communication Engineers</rights><rights>Copyright Japan Science and Technology Agency 2018</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c477t-473a0b712b83d7703fab1c7710873c30dd0f3e0e67eb3c7a6b5ed1e7829d8e6b3</citedby><cites>FETCH-LOGICAL-c477t-473a0b712b83d7703fab1c7710873c30dd0f3e0e67eb3c7a6b5ed1e7829d8e6b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>YUN, Dal-Jae</creatorcontrib><creatorcontrib>LEE, Jae-In</creatorcontrib><creatorcontrib>BAE, Ky-Ung</creatorcontrib><creatorcontrib>SONG, Won-Young</creatorcontrib><creatorcontrib>MYUNG, Noh-Hoon</creatorcontrib><title>Accurate Three-Dimensional Scattering Center Extraction for ISAR Image Using the Matched Filter-Based CLEAN Algorithm</title><title>IEICE Transactions on Communications</title><addtitle>IEICE Trans. Commun.</addtitle><description>Three-dimensional (3-D) scattering center models use a finite number of point scatterers to efficiently represent complex radar target signature. Using the CLEAN algorithm, 3-D scattering center model is extracted from the inverse synthetic aperture radar (ISAR) image, which is generated based on the shooting and bouncing ray (SBR) technique. The conventional CLEAN extracts the strongest peak iteratively based on the assumption that the scattering centers are isolated. In a realistic target, however, both interference from the closely spaced points and additive noise distort the extraction process. This paper proposes a matched filter-based CLEAN algorithm to improve accuracy efficiently. Using the matched filtering of which impulse response is the known point spread function (PSF), a point most correlated with the PSF is extracted. Thus, the proposed method optimally enhances the accuracy in the presence of massive distortions. Numerical simulations using canonical and realistic targets demonstrate that the extraction accuracy is improved without loss of time-efficiency compared with the existing CLEAN algorithms.</description><subject>Accuracy</subject><subject>Algorithms</subject><subject>CLEAN algorithm</subject><subject>Computer simulation</subject><subject>Filtration</subject><subject>Image filters</subject><subject>Impulse response</subject><subject>Inverse synthetic aperture radar</subject><subject>inverse synthetic aperture radar (ISAR) imaging</subject><subject>matched filter</subject><subject>Mathematical models</subject><subject>point spread function</subject><subject>Point spread functions</subject><subject>Radar imaging</subject><subject>Radar signatures</subject><subject>Radar targets</subject><subject>Scattering</subject><subject>scattering center extraction</subject><subject>Three dimensional models</subject><issn>0916-8516</issn><issn>1745-1345</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNpNkMtOwzAQRS0EEqXwBywssU6x4yROl2lIoVJ5qI-15TiTJlUexXYl-HtcFVpWHmvumdEchO4pGdEw5o9Wy86ovh35hPLZ8oMQEl6gAeVB6FEWhJdoQMY08uKQRtfoxpgtITT2qT9A-0SpvZYW8KrSAN5T3UJn6r6TDV4qaS3outvgFDpX4ezLrVLWtXHZazxbJgs8a-UG8NocYrYC_CqtqqDA07pxiDeRxn3SeZa84aTZ9Lq2VXuLrkrZGLj7fYdoPc1W6Ys3f3-epcncUwHn1gs4kyTn1M9jVnBOWClzqjinJOZMMVIUpGRAIOKQM8VllIdQUOCxPy5iiHI2RA_HuTvdf-7BWLHt99rdZoRTFYRRGI0jlwqOKaV7YzSUYqfrVupvQYk4CBZ_gsU_wQ5bHLGtsU7BCZLa1qqBM5RRQsVE-KfiPOQUVpXUAjr2A6ddjg4</recordid><startdate>20180101</startdate><enddate>20180101</enddate><creator>YUN, Dal-Jae</creator><creator>LEE, Jae-In</creator><creator>BAE, Ky-Ung</creator><creator>SONG, Won-Young</creator><creator>MYUNG, Noh-Hoon</creator><general>The Institute of Electronics, Information and Communication Engineers</general><general>Japan Science and Technology Agency</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>8FD</scope><scope>L7M</scope></search><sort><creationdate>20180101</creationdate><title>Accurate Three-Dimensional Scattering Center Extraction for ISAR Image Using the Matched Filter-Based CLEAN Algorithm</title><author>YUN, Dal-Jae ; LEE, Jae-In ; BAE, Ky-Ung ; SONG, Won-Young ; MYUNG, Noh-Hoon</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c477t-473a0b712b83d7703fab1c7710873c30dd0f3e0e67eb3c7a6b5ed1e7829d8e6b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Accuracy</topic><topic>Algorithms</topic><topic>CLEAN algorithm</topic><topic>Computer simulation</topic><topic>Filtration</topic><topic>Image filters</topic><topic>Impulse response</topic><topic>Inverse synthetic aperture radar</topic><topic>inverse synthetic aperture radar (ISAR) imaging</topic><topic>matched filter</topic><topic>Mathematical models</topic><topic>point spread function</topic><topic>Point spread functions</topic><topic>Radar imaging</topic><topic>Radar signatures</topic><topic>Radar targets</topic><topic>Scattering</topic><topic>scattering center extraction</topic><topic>Three dimensional models</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>YUN, Dal-Jae</creatorcontrib><creatorcontrib>LEE, Jae-In</creatorcontrib><creatorcontrib>BAE, Ky-Ung</creatorcontrib><creatorcontrib>SONG, Won-Young</creatorcontrib><creatorcontrib>MYUNG, Noh-Hoon</creatorcontrib><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEICE Transactions on Communications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>YUN, Dal-Jae</au><au>LEE, Jae-In</au><au>BAE, Ky-Ung</au><au>SONG, Won-Young</au><au>MYUNG, Noh-Hoon</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Accurate Three-Dimensional Scattering Center Extraction for ISAR Image Using the Matched Filter-Based CLEAN Algorithm</atitle><jtitle>IEICE Transactions on Communications</jtitle><addtitle>IEICE Trans. Commun.</addtitle><date>2018-01-01</date><risdate>2018</risdate><volume>E101.B</volume><issue>2</issue><spage>418</spage><epage>425</epage><pages>418-425</pages><issn>0916-8516</issn><eissn>1745-1345</eissn><abstract>Three-dimensional (3-D) scattering center models use a finite number of point scatterers to efficiently represent complex radar target signature. Using the CLEAN algorithm, 3-D scattering center model is extracted from the inverse synthetic aperture radar (ISAR) image, which is generated based on the shooting and bouncing ray (SBR) technique. The conventional CLEAN extracts the strongest peak iteratively based on the assumption that the scattering centers are isolated. In a realistic target, however, both interference from the closely spaced points and additive noise distort the extraction process. This paper proposes a matched filter-based CLEAN algorithm to improve accuracy efficiently. Using the matched filtering of which impulse response is the known point spread function (PSF), a point most correlated with the PSF is extracted. Thus, the proposed method optimally enhances the accuracy in the presence of massive distortions. Numerical simulations using canonical and realistic targets demonstrate that the extraction accuracy is improved without loss of time-efficiency compared with the existing CLEAN algorithms.</abstract><cop>Tokyo</cop><pub>The Institute of Electronics, Information and Communication Engineers</pub><doi>10.1587/transcom.2017ISP0005</doi><tpages>8</tpages></addata></record> |
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subjects | Accuracy Algorithms CLEAN algorithm Computer simulation Filtration Image filters Impulse response Inverse synthetic aperture radar inverse synthetic aperture radar (ISAR) imaging matched filter Mathematical models point spread function Point spread functions Radar imaging Radar signatures Radar targets Scattering scattering center extraction Three dimensional models |
title | Accurate Three-Dimensional Scattering Center Extraction for ISAR Image Using the Matched Filter-Based CLEAN Algorithm |
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