{"id":"https://openalex.org/W3117401168","doi":"https://doi.org/10.3390/rs13010070","title":"A Prediction Model of Water In Situ Data Change under the Influence of Environmental Variables in Remote Sensing Validation","display_name":"A Prediction Model of Water In Situ Data Change under the Influence of Environmental Variables in Remote Sensing Validation","publication_year":2020,"publication_date":"2020-12-27","ids":{"openalex":"https://openalex.org/W3117401168","doi":"https://doi.org/10.3390/rs13010070","mag":"3117401168"},"language":"en","primary_location":{"id":"doi:10.3390/rs13010070","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13010070","pdf_url":"https://www.mdpi.com/2072-4292/13/1/70/pdf?version=1609115793","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/1/70/pdf?version=1609115793","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031194548","display_name":"Futai Xie","orcid":"https://orcid.org/0000-0003-0243-5801"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Futai Xie","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071056748","display_name":"Zui Tao","orcid":"https://orcid.org/0000-0002-8369-4452"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zui Tao","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082648894","display_name":"Xiang Zhou","orcid":"https://orcid.org/0000-0002-7696-4290"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiang Zhou","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111616731","display_name":"Tingting LV","orcid":"https://orcid.org/0000-0002-8913-1837"},"institutions":[{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Lv","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025931653","display_name":"Jin Wang","orcid":"https://orcid.org/0000-0002-9554-1728"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Wang","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002523826","display_name":"Ruoxi Li","orcid":"https://orcid.org/0000-0002-0542-7455"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoxi Li","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5082648894"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210137199"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.37,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.64950125,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":"1","first_page":"70","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10032","display_name":"Marine and coastal ecosystems","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10032","display_name":"Marine and coastal ecosystems","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5945724248886108},{"id":"https://openalex.org/keywords/representativeness-heuristic","display_name":"Representativeness heuristic","score":0.5219364166259766},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4634309709072113},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44267532229423523},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.42523691058158875},{"id":"https://openalex.org/keywords/in-situ","display_name":"In situ","score":0.41058802604675293},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3302973508834839},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.16380003094673157},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15511870384216309}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5945724248886108},{"id":"https://openalex.org/C37381756","wikidata":"https://www.wikidata.org/wiki/Q20203288","display_name":"Representativeness heuristic","level":2,"score":0.5219364166259766},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4634309709072113},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44267532229423523},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.42523691058158875},{"id":"https://openalex.org/C2777822432","wikidata":"https://www.wikidata.org/wiki/Q216681","display_name":"In situ","level":2,"score":0.41058802604675293},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3302973508834839},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.16380003094673157},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15511870384216309},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13010070","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13010070","pdf_url":"https://www.mdpi.com/2072-4292/13/1/70/pdf?version=1609115793","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d3277a56fba74d09b88900d011da72f9","is_oa":true,"landing_page_url":"https://doaj.org/article/d3277a56fba74d09b88900d011da72f9","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 1, p 70 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/1/70/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13010070","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13010070","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13010070","pdf_url":"https://www.mdpi.com/2072-4292/13/1/70/pdf?version=1609115793","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.8299999833106995,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3117401168.pdf","grobid_xml":"https://content.openalex.org/works/W3117401168.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W1135810700","https://openalex.org/W1520741413","https://openalex.org/W1967864269","https://openalex.org/W1977640269","https://openalex.org/W1977850182","https://openalex.org/W1979896102","https://openalex.org/W1984514811","https://openalex.org/W1987084564","https://openalex.org/W1993975089","https://openalex.org/W1994305159","https://openalex.org/W1996547849","https://openalex.org/W1999711192","https://openalex.org/W2001351412","https://openalex.org/W2007285204","https://openalex.org/W2027910564","https://openalex.org/W2032929010","https://openalex.org/W2038137144","https://openalex.org/W2071735596","https://openalex.org/W2078245144","https://openalex.org/W2088665921","https://openalex.org/W2093124179","https://openalex.org/W2112556364","https://openalex.org/W2144514335","https://openalex.org/W2152421343","https://openalex.org/W2167857314","https://openalex.org/W2302189885","https://openalex.org/W2329029507","https://openalex.org/W2343527997","https://openalex.org/W2353533090","https://openalex.org/W2354531022","https://openalex.org/W2480175994","https://openalex.org/W2508000028","https://openalex.org/W2558867858","https://openalex.org/W2608254129","https://openalex.org/W2608643293","https://openalex.org/W2660764225","https://openalex.org/W2744564842","https://openalex.org/W2750302842","https://openalex.org/W2752861348","https://openalex.org/W2754378750","https://openalex.org/W2887901282","https://openalex.org/W2891761800","https://openalex.org/W2901877307","https://openalex.org/W2904615853","https://openalex.org/W2910327509","https://openalex.org/W2928125163","https://openalex.org/W2942162773","https://openalex.org/W2972935436","https://openalex.org/W2975879014","https://openalex.org/W3003928978","https://openalex.org/W3006237227","https://openalex.org/W3008439211","https://openalex.org/W3010325498","https://openalex.org/W3020596470","https://openalex.org/W3021005075","https://openalex.org/W3111327686","https://openalex.org/W3146706315","https://openalex.org/W4287184047","https://openalex.org/W6650438466","https://openalex.org/W6675554449","https://openalex.org/W6768164939","https://openalex.org/W6773092783","https://openalex.org/W6774018863","https://openalex.org/W6776633246","https://openalex.org/W6776653773","https://openalex.org/W6840464306"],"related_works":["https://openalex.org/W3159631231","https://openalex.org/W4306248409","https://openalex.org/W4211213551","https://openalex.org/W2062728131","https://openalex.org/W1824075546","https://openalex.org/W2103926897","https://openalex.org/W2101250918","https://openalex.org/W4376143407","https://openalex.org/W2894406327","https://openalex.org/W2796561009"],"abstract_inverted_index":{"Validation":[0],"is":[1],"an":[2,29],"essential":[3],"process":[4],"to":[5,62,67,114,199],"evaluate":[6],"the":[7,15,21,36,54,70,87,116,131,139,148,151,172,175,184,189,201,207],"quality":[8],"of":[9,20,25,32,40,89,119,158],"waterbody":[10,26,79],"remote":[11,80],"sensing":[12,81],"products,":[13],"and":[14,17,47,91,121,161,167,170,180,205],"reliability":[16],"effective":[18],"application":[19,185],"in":[22,37,57,71,102,171,192,202],"situ":[23,38,72,203],"data":[24,39,204,212],"parameters":[27],"are":[28,93,112,165,178],"important":[30],"part":[31],"validation.":[33],"Based":[34],"on":[35],"chlorophyll-a":[41],"(Chl-a),":[42],"total":[43],"suspended":[44],"solids":[45],"(TSS)":[46],"other":[48],"environmental":[49],"variables":[50],"(EVs)":[51],"measured":[52],"at":[53],"fixed":[55],"station":[56],"Taihu":[58],"Lake,":[59],"we":[60],"attempt":[61],"develop":[63],"a":[64],"prediction":[65,133,163,190],"model":[66,164,191],"determine":[68,206],"whether":[69],"measurement":[73],"has":[74],"enough":[75],"representativeness":[76],"for":[77,210],"validating":[78],"products.":[82],"Key":[83],"EVs":[84,125],"that":[85,130,188],"affect":[86],"changes":[88,118],"Chl-a":[90,120,160],"TSS":[92,122,162],"firstly":[94],"identified":[95],"by":[96],"using":[97],"correlation":[98],"analysis,":[99],"which":[100],"participate":[101],"modeling":[103,110],"as":[104],"variables.":[105],"In":[106,147],"addition,":[107],"three":[108],"multi-parameter":[109],"approaches":[111],"selected":[113],"simulate":[115],"daily":[117],"under":[123],"different":[124],"configurations.":[126],"The":[127],"results":[128],"indicate":[129],"highest":[132],"accuracy":[134],"can":[135,195],"be":[136,196],"achieved":[137],"through":[138],"generalized":[140],"regression":[141],"neural":[142],"network":[143],"(GRNN)":[144],"based":[145],"model.":[146],"all-valid":[149],"dataset,":[150,174],"testing":[152,176],"absolute":[153],"average":[154],"relative":[155],"errors":[156],"(AEs)":[157],"GRNN-based":[159],"11.4%":[166],"11.3%,":[168],"respectively,":[169],"sunny-day":[173],"AEs":[177],"8.6%":[179],"8.2%,":[181],"respectively.":[182],"Meanwhile,":[183],"example":[186],"proves":[187],"this":[193],"paper":[194],"effectively":[197],"used":[198],"screen":[200],"time":[208],"window":[209],"satellite-ground":[211],"matching.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
