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Preliminary validation of GLASS-DSSR products using surface measurements collected in arid and semi-arid regions of China
Global Land Surface Satellite-downward surface shortwave radiation (GLASS-DSSR) products have been routinely produced from 2008-2010 based on an improved look-up table algorithm, which explicitly accounts for the variations of cloud optical depth, water vapor content, and elevation. In this study, w...
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Published in: | International journal of digital earth 2013-12, Vol.6 (sup1), p.50-68 |
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creator | Huang, Guanghui Wang, Weizhen Zhang, Xiaotong Liang, Shunlin Liu, Shaomin Zhao, Tianbao Feng, Jinming Ma, Zhuguo |
description | Global Land Surface Satellite-downward surface shortwave radiation (GLASS-DSSR) products have been routinely produced from 2008-2010 based on an improved look-up table algorithm, which explicitly accounts for the variations of cloud optical depth, water vapor content, and elevation. In this study, we validated and assessed the accuracy of these products in arid and semiarid regions of China. Toward this goal, observation data-sets provided by the Arid and Semiarid Region Collaborative Observation Project as well as four other metrological sites were collected, chosen, and preprocessed for the final validation. Due to the possible effect of spatial collocation and the strong adjacency pixel effect in instantaneous products, we used a more sophisticated validating scheme in order to reduce the impacts from these effects as much as possible. Evidences indicate that the GLASS-DSSR products are considerably accurate over most parts of arid and semiarid regions in China, but in complex terrain areas the products might need further refinements. The R
2
at all sites (except Naqu) was larger than 0.8 with a root mean square error (RMSE) range of about in 90-130 W/m
2
. Linear regression analyses suggest that GLASS-DSSR products tend to overestimate DSSR in the interval of low surface-measured values and symmetrically underestimate DSSR in the interval of high values. This systematic error may result from inappropriate assumptions about clouds and aerosol loadings over the regions in the operational algorithm. |
doi_str_mv | 10.1080/17538947.2013.825655 |
format | article |
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2
at all sites (except Naqu) was larger than 0.8 with a root mean square error (RMSE) range of about in 90-130 W/m
2
. Linear regression analyses suggest that GLASS-DSSR products tend to overestimate DSSR in the interval of low surface-measured values and symmetrically underestimate DSSR in the interval of high values. This systematic error may result from inappropriate assumptions about clouds and aerosol loadings over the regions in the operational algorithm.</description><identifier>ISSN: 1753-8947</identifier><identifier>EISSN: 1753-8955</identifier><identifier>DOI: 10.1080/17538947.2013.825655</identifier><language>eng</language><publisher>Abingdon: Taylor & Francis</publisher><subject>Aerosols ; Algorithms ; arid and semiarid regions ; Arid regions ; ASRCOP ; China ; Clouds ; DSSR ; GLASS ; Intervals ; Land ; MTSAT ; Water vapor</subject><ispartof>International journal of digital earth, 2013-12, Vol.6 (sup1), p.50-68</ispartof><rights>2013 Taylor & Francis 2013</rights><rights>2013 Taylor & Francis</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c401t-884a3bcf0bc4e39679321da5b1f17ea20cd0afb603c24bf61e9cfbd965991b813</citedby><cites>FETCH-LOGICAL-c401t-884a3bcf0bc4e39679321da5b1f17ea20cd0afb603c24bf61e9cfbd965991b813</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,777,781,27905,27906</link.rule.ids></links><search><creatorcontrib>Huang, Guanghui</creatorcontrib><creatorcontrib>Wang, Weizhen</creatorcontrib><creatorcontrib>Zhang, Xiaotong</creatorcontrib><creatorcontrib>Liang, Shunlin</creatorcontrib><creatorcontrib>Liu, Shaomin</creatorcontrib><creatorcontrib>Zhao, Tianbao</creatorcontrib><creatorcontrib>Feng, Jinming</creatorcontrib><creatorcontrib>Ma, Zhuguo</creatorcontrib><title>Preliminary validation of GLASS-DSSR products using surface measurements collected in arid and semi-arid regions of China</title><title>International journal of digital earth</title><description>Global Land Surface Satellite-downward surface shortwave radiation (GLASS-DSSR) products have been routinely produced from 2008-2010 based on an improved look-up table algorithm, which explicitly accounts for the variations of cloud optical depth, water vapor content, and elevation. In this study, we validated and assessed the accuracy of these products in arid and semiarid regions of China. Toward this goal, observation data-sets provided by the Arid and Semiarid Region Collaborative Observation Project as well as four other metrological sites were collected, chosen, and preprocessed for the final validation. Due to the possible effect of spatial collocation and the strong adjacency pixel effect in instantaneous products, we used a more sophisticated validating scheme in order to reduce the impacts from these effects as much as possible. Evidences indicate that the GLASS-DSSR products are considerably accurate over most parts of arid and semiarid regions in China, but in complex terrain areas the products might need further refinements. The R
2
at all sites (except Naqu) was larger than 0.8 with a root mean square error (RMSE) range of about in 90-130 W/m
2
. Linear regression analyses suggest that GLASS-DSSR products tend to overestimate DSSR in the interval of low surface-measured values and symmetrically underestimate DSSR in the interval of high values. This systematic error may result from inappropriate assumptions about clouds and aerosol loadings over the regions in the operational algorithm.</description><subject>Aerosols</subject><subject>Algorithms</subject><subject>arid and semiarid regions</subject><subject>Arid regions</subject><subject>ASRCOP</subject><subject>China</subject><subject>Clouds</subject><subject>DSSR</subject><subject>GLASS</subject><subject>Intervals</subject><subject>Land</subject><subject>MTSAT</subject><subject>Water vapor</subject><issn>1753-8947</issn><issn>1753-8955</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><recordid>eNqFkU9vFSEUxSemTewfv4ELEjfdzBMGmIFV0zy1NnlJG5-uCQOXSsNAhRnN-_byfLYLF3bF4fK75-ZymuYtwSuCBX5PBk6FZMOqw4SuRMd7zl81J_tyKyTnR8-aDa-b01IeMO4xY_Sk2d1lCH7yUecd-qmDt3r2KaLk0PXmarttP2y3X9BjTnYxc0FL8fEelSU7bQBNoKuECWJ9MikEMDNY5CPS2Vuko0UFJt_-uWW4r8Zl77z-XuedN8dOhwJv_p5nzbdPH7-uP7eb2-ub9dWmNQyTuRWCaToah0fDgMp-kLQjVvORODKA7rCxWLuxx9R0bHQ9AWncaGXPpSSjIPSsuTj41iV-LFBmNfliIAQdIS1FkX4gHHdMypdRXmGGWTdU9N0_6ENacqyLKMJ6USFCRaXYgTI5lZLBqcfsp_rVimC1j049Raf20alDdLXt8tDmo0t50r9SDlbNehdSdllH44ui_3X4Dcrcn_o</recordid><startdate>20131209</startdate><enddate>20131209</enddate><creator>Huang, Guanghui</creator><creator>Wang, Weizhen</creator><creator>Zhang, Xiaotong</creator><creator>Liang, Shunlin</creator><creator>Liu, Shaomin</creator><creator>Zhao, Tianbao</creator><creator>Feng, Jinming</creator><creator>Ma, Zhuguo</creator><general>Taylor & Francis</general><general>Taylor & Francis Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7ST</scope><scope>7UA</scope><scope>8FD</scope><scope>C1K</scope><scope>F1W</scope><scope>FR3</scope><scope>H8D</scope><scope>H96</scope><scope>KR7</scope><scope>L.G</scope><scope>L7M</scope><scope>SOI</scope><scope>7SR</scope><scope>JG9</scope></search><sort><creationdate>20131209</creationdate><title>Preliminary validation of GLASS-DSSR products using surface measurements collected in arid and semi-arid regions of China</title><author>Huang, Guanghui ; Wang, Weizhen ; Zhang, Xiaotong ; Liang, Shunlin ; Liu, Shaomin ; Zhao, Tianbao ; Feng, Jinming ; Ma, Zhuguo</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c401t-884a3bcf0bc4e39679321da5b1f17ea20cd0afb603c24bf61e9cfbd965991b813</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Aerosols</topic><topic>Algorithms</topic><topic>arid and semiarid regions</topic><topic>Arid regions</topic><topic>ASRCOP</topic><topic>China</topic><topic>Clouds</topic><topic>DSSR</topic><topic>GLASS</topic><topic>Intervals</topic><topic>Land</topic><topic>MTSAT</topic><topic>Water vapor</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Huang, Guanghui</creatorcontrib><creatorcontrib>Wang, Weizhen</creatorcontrib><creatorcontrib>Zhang, Xiaotong</creatorcontrib><creatorcontrib>Liang, Shunlin</creatorcontrib><creatorcontrib>Liu, Shaomin</creatorcontrib><creatorcontrib>Zhao, Tianbao</creatorcontrib><creatorcontrib>Feng, Jinming</creatorcontrib><creatorcontrib>Ma, Zhuguo</creatorcontrib><collection>CrossRef</collection><collection>Environment Abstracts</collection><collection>Water Resources Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Engineering Research Database</collection><collection>Aerospace Database</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources</collection><collection>Civil Engineering Abstracts</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Environment Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Materials Research Database</collection><jtitle>International journal of digital earth</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Huang, Guanghui</au><au>Wang, Weizhen</au><au>Zhang, Xiaotong</au><au>Liang, Shunlin</au><au>Liu, Shaomin</au><au>Zhao, Tianbao</au><au>Feng, Jinming</au><au>Ma, Zhuguo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Preliminary validation of GLASS-DSSR products using surface measurements collected in arid and semi-arid regions of China</atitle><jtitle>International journal of digital earth</jtitle><date>2013-12-09</date><risdate>2013</risdate><volume>6</volume><issue>sup1</issue><spage>50</spage><epage>68</epage><pages>50-68</pages><issn>1753-8947</issn><eissn>1753-8955</eissn><abstract>Global Land Surface Satellite-downward surface shortwave radiation (GLASS-DSSR) products have been routinely produced from 2008-2010 based on an improved look-up table algorithm, which explicitly accounts for the variations of cloud optical depth, water vapor content, and elevation. In this study, we validated and assessed the accuracy of these products in arid and semiarid regions of China. Toward this goal, observation data-sets provided by the Arid and Semiarid Region Collaborative Observation Project as well as four other metrological sites were collected, chosen, and preprocessed for the final validation. Due to the possible effect of spatial collocation and the strong adjacency pixel effect in instantaneous products, we used a more sophisticated validating scheme in order to reduce the impacts from these effects as much as possible. Evidences indicate that the GLASS-DSSR products are considerably accurate over most parts of arid and semiarid regions in China, but in complex terrain areas the products might need further refinements. The R
2
at all sites (except Naqu) was larger than 0.8 with a root mean square error (RMSE) range of about in 90-130 W/m
2
. Linear regression analyses suggest that GLASS-DSSR products tend to overestimate DSSR in the interval of low surface-measured values and symmetrically underestimate DSSR in the interval of high values. This systematic error may result from inappropriate assumptions about clouds and aerosol loadings over the regions in the operational algorithm.</abstract><cop>Abingdon</cop><pub>Taylor & Francis</pub><doi>10.1080/17538947.2013.825655</doi><tpages>19</tpages></addata></record> |
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subjects | Aerosols Algorithms arid and semiarid regions Arid regions ASRCOP China Clouds DSSR GLASS Intervals Land MTSAT Water vapor |
title | Preliminary validation of GLASS-DSSR products using surface measurements collected in arid and semi-arid regions of China |
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