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The Influence of Different Spatial Resolutions on the Retrieval Accuracy of Sea Surface Wind Speed With C-2PO Models Using Full Polarization C-Band SAR
This paper presents a comparison strategy for investigating the influence of spatial resolutions on sea surface wind speed retrieval accuracy with cross-polarized synthetic aperture radar images. First, for wind speeds retrieved from vertical transmitting-vertical receiving (VV)-polarized images, th...
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Published in: | IEEE transactions on geoscience and remote sensing 2017-09, Vol.55 (9), p.5015-5025 |
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description | This paper presents a comparison strategy for investigating the influence of spatial resolutions on sea surface wind speed retrieval accuracy with cross-polarized synthetic aperture radar images. First, for wind speeds retrieved from vertical transmitting-vertical receiving (VV)-polarized images, the optimal geophysical C-band model (CMOD) function was selected among four CMOD functions. Second, the most suitable C-band cross-polarized ocean (C-2PO) model was selected between two C-2POs for the VH-polarized image data set. Then, the VH-wind speeds retrieved by the selected C-2PO were compared with the VV-polarized sea surface wind speeds retrieved using the optimal CMOD, which served as a reference, at different spatial resolutions. Results show that the VH-polarized wind speed retrieval accuracy increases rapidly with the decrease in spatial resolutions from 100 to 1000 m, with a drop in root-mean-square error of 42%. However, the improvement in wind speed retrieval accuracy levels off with spatial resolutions decreasing from 1000 to 5000 m. This demonstrates that the pixel spacing of 1 km may be the compromising choice for the tradeoff between the spatial resolution and wind speed retrieval accuracy with cross-polarized images obtained from RADASAT-2 fine quad-polarization mode. |
doi_str_mv | 10.1109/TGRS.2017.2700942 |
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First, for wind speeds retrieved from vertical transmitting-vertical receiving (VV)-polarized images, the optimal geophysical C-band model (CMOD) function was selected among four CMOD functions. Second, the most suitable C-band cross-polarized ocean (C-2PO) model was selected between two C-2POs for the VH-polarized image data set. Then, the VH-wind speeds retrieved by the selected C-2PO were compared with the VV-polarized sea surface wind speeds retrieved using the optimal CMOD, which served as a reference, at different spatial resolutions. Results show that the VH-polarized wind speed retrieval accuracy increases rapidly with the decrease in spatial resolutions from 100 to 1000 m, with a drop in root-mean-square error of 42%. However, the improvement in wind speed retrieval accuracy levels off with spatial resolutions decreasing from 1000 to 5000 m. This demonstrates that the pixel spacing of 1 km may be the compromising choice for the tradeoff between the spatial resolution and wind speed retrieval accuracy with cross-polarized images obtained from RADASAT-2 fine quad-polarization mode.</description><identifier>ISSN: 0196-2892</identifier><identifier>EISSN: 1558-0644</identifier><identifier>DOI: 10.1109/TGRS.2017.2700942</identifier><identifier>CODEN: IGRSD2</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Accuracy ; C band ; Cross polarization ; Geophysics ; Image transmission ; Meteorological satellites ; ocean surface wind ; Polarization ; Radar imaging ; Retrieval ; SAR (radar) ; Sea measurements ; Sea surface ; Spatial discrimination ; Spatial resolution ; Surface wind ; Synthetic aperture radar ; synthetic aperture radar (SAR) ; Temperature (air-sea) ; Vertical polarization ; Wind speed</subject><ispartof>IEEE transactions on geoscience and remote sensing, 2017-09, Vol.55 (9), p.5015-5025</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2017</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c293t-9fdced8484da3ba5f039bccddfa5b8640dac1d26b6d8e97109101c2cbbe96c873</citedby><cites>FETCH-LOGICAL-c293t-9fdced8484da3ba5f039bccddfa5b8640dac1d26b6d8e97109101c2cbbe96c873</cites><orcidid>0000-0002-1474-9835 ; 0000-0003-0555-0223</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8004492$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,54796</link.rule.ids></links><search><creatorcontrib>Kangyu Zhang</creatorcontrib><creatorcontrib>Xiazhen Xu</creatorcontrib><creatorcontrib>Bing Han</creatorcontrib><creatorcontrib>Mansaray, Lamin R.</creatorcontrib><creatorcontrib>Qiaoying Guo</creatorcontrib><creatorcontrib>Jingfeng Huang</creatorcontrib><title>The Influence of Different Spatial Resolutions on the Retrieval Accuracy of Sea Surface Wind Speed With C-2PO Models Using Full Polarization C-Band SAR</title><title>IEEE transactions on geoscience and remote sensing</title><addtitle>TGRS</addtitle><description>This paper presents a comparison strategy for investigating the influence of spatial resolutions on sea surface wind speed retrieval accuracy with cross-polarized synthetic aperture radar images. First, for wind speeds retrieved from vertical transmitting-vertical receiving (VV)-polarized images, the optimal geophysical C-band model (CMOD) function was selected among four CMOD functions. Second, the most suitable C-band cross-polarized ocean (C-2PO) model was selected between two C-2POs for the VH-polarized image data set. Then, the VH-wind speeds retrieved by the selected C-2PO were compared with the VV-polarized sea surface wind speeds retrieved using the optimal CMOD, which served as a reference, at different spatial resolutions. Results show that the VH-polarized wind speed retrieval accuracy increases rapidly with the decrease in spatial resolutions from 100 to 1000 m, with a drop in root-mean-square error of 42%. However, the improvement in wind speed retrieval accuracy levels off with spatial resolutions decreasing from 1000 to 5000 m. This demonstrates that the pixel spacing of 1 km may be the compromising choice for the tradeoff between the spatial resolution and wind speed retrieval accuracy with cross-polarized images obtained from RADASAT-2 fine quad-polarization mode.</description><subject>Accuracy</subject><subject>C band</subject><subject>Cross polarization</subject><subject>Geophysics</subject><subject>Image transmission</subject><subject>Meteorological satellites</subject><subject>ocean surface wind</subject><subject>Polarization</subject><subject>Radar imaging</subject><subject>Retrieval</subject><subject>SAR (radar)</subject><subject>Sea measurements</subject><subject>Sea surface</subject><subject>Spatial discrimination</subject><subject>Spatial resolution</subject><subject>Surface wind</subject><subject>Synthetic aperture radar</subject><subject>synthetic aperture radar (SAR)</subject><subject>Temperature (air-sea)</subject><subject>Vertical polarization</subject><subject>Wind speed</subject><issn>0196-2892</issn><issn>1558-0644</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNo9kN1KxDAQRoMouP48gHgT8LprkqZtcrmurgqKsrviZUmTiUZqsyatoC_i65qy4tUMzHe-gYPQCSVTSok8X18vV1NGaDVlFSGSsx00oUUhMlJyvosmhMoyY0KyfXQQ4xshlBe0mqCf9Svg2862A3QasLf40lkLAboerzaqd6rFS4i-HXrnu4h9h_tELKEPDj7Tcab1EJT-GtEVKLwaglWp6dl1JjUAmLT2r3iesccHfO8NtBE_Rde94MXQtvjRtyq4bzXWp9CFGrHZ8gjtWdVGOP6bh-hpcbWe32R3D9e389ldppnM-0xao8EILrhReaMKS3LZaG2MVUUjSk6M0tSwsimNAFklU5RQzXTTgCy1qPJDdLbt3QT_MUDs6zc_hC69rBmtOKcFK0RK0W1KBx9jAFtvgntX4aumpB7916P_evRf__lPzOmWcQDwnxeEcC5Z_guyhoJo</recordid><startdate>201709</startdate><enddate>201709</enddate><creator>Kangyu Zhang</creator><creator>Xiazhen Xu</creator><creator>Bing Han</creator><creator>Mansaray, Lamin R.</creator><creator>Qiaoying Guo</creator><creator>Jingfeng Huang</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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First, for wind speeds retrieved from vertical transmitting-vertical receiving (VV)-polarized images, the optimal geophysical C-band model (CMOD) function was selected among four CMOD functions. Second, the most suitable C-band cross-polarized ocean (C-2PO) model was selected between two C-2POs for the VH-polarized image data set. Then, the VH-wind speeds retrieved by the selected C-2PO were compared with the VV-polarized sea surface wind speeds retrieved using the optimal CMOD, which served as a reference, at different spatial resolutions. Results show that the VH-polarized wind speed retrieval accuracy increases rapidly with the decrease in spatial resolutions from 100 to 1000 m, with a drop in root-mean-square error of 42%. However, the improvement in wind speed retrieval accuracy levels off with spatial resolutions decreasing from 1000 to 5000 m. This demonstrates that the pixel spacing of 1 km may be the compromising choice for the tradeoff between the spatial resolution and wind speed retrieval accuracy with cross-polarized images obtained from RADASAT-2 fine quad-polarization mode.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TGRS.2017.2700942</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0002-1474-9835</orcidid><orcidid>https://orcid.org/0000-0003-0555-0223</orcidid></addata></record> |
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subjects | Accuracy C band Cross polarization Geophysics Image transmission Meteorological satellites ocean surface wind Polarization Radar imaging Retrieval SAR (radar) Sea measurements Sea surface Spatial discrimination Spatial resolution Surface wind Synthetic aperture radar synthetic aperture radar (SAR) Temperature (air-sea) Vertical polarization Wind speed |
title | The Influence of Different Spatial Resolutions on the Retrieval Accuracy of Sea Surface Wind Speed With C-2PO Models Using Full Polarization C-Band SAR |
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