{"id":"https://openalex.org/W4400141083","doi":"https://doi.org/10.1109/tgrs.2024.3419169","title":"Machine Learning-Based Retrieval of Aerosol and Surface Properties Over Land From the Gaofen-5 Directional Polarimetric Camera Measurements","display_name":"Machine Learning-Based Retrieval of Aerosol and Surface Properties Over Land From the Gaofen-5 Directional Polarimetric Camera Measurements","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400141083","doi":"https://doi.org/10.1109/tgrs.2024.3419169"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3419169","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3419169","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113981332","display_name":"Yueming Dong","orcid":"https://orcid.org/0000-0001-8897-128X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueming Dong","raw_affiliation_strings":["Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8897-128X","affiliations":[{"raw_affiliation_string":"Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100336872","display_name":"Jing Li","orcid":"https://orcid.org/0000-0002-0540-0412"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Li","raw_affiliation_strings":["Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0540-0412","affiliations":[{"raw_affiliation_string":"Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091642657","display_name":"Zhenyu Zhang","orcid":"https://orcid.org/0009-0009-6617-4592"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Zhang","raw_affiliation_strings":["Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-6617-4592","affiliations":[{"raw_affiliation_string":"Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101133499","display_name":"Yang Zheng","orcid":"https://orcid.org/0009-0004-0546-918X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","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"]},{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zheng","raw_affiliation_strings":["State Environmental Protection Key Laboratory of Satellite Remote Sensing and the State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Environmental Protection Key Laboratory of Satellite Remote Sensing and the State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366","https://openalex.org/I4210166112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113399973","display_name":"Chongzhao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chongzhao Zhang","raw_affiliation_strings":["Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Atmospheric and Oceanic Sciences, School of Physics, Laboratory for Climate and Ocean-Atmosphere Studies, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012850904","display_name":"Zhengqiang Li","orcid":"https://orcid.org/0000-0002-7795-3630"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","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"]},{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengqiang Li","raw_affiliation_strings":["State Environmental Protection Key Laboratory of Satellite Remote Sensing and the State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Environmental Protection Key Laboratory of Satellite Remote Sensing and the State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366","https://openalex.org/I4210166112"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.4962,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94376644,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"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/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9769999980926514,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/remote-sensing","display_name":"Remote sensing","score":0.7560303211212158},{"id":"https://openalex.org/keywords/polarimetry","display_name":"Polarimetry","score":0.6852657198905945},{"id":"https://openalex.org/keywords/aerosol","display_name":"Aerosol","score":0.6499807834625244},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.499159574508667},{"id":"https://openalex.org/keywords/radiometry","display_name":"Radiometry","score":0.42211073637008667},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3876955509185791},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2965693175792694},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2723262906074524},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.12380295991897583},{"id":"https://openalex.org/keywords/scattering","display_name":"Scattering","score":0.09805512428283691},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08786126971244812}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7560303211212158},{"id":"https://openalex.org/C28493345","wikidata":"https://www.wikidata.org/wiki/Q899381","display_name":"Polarimetry","level":3,"score":0.6852657198905945},{"id":"https://openalex.org/C2779345167","wikidata":"https://www.wikidata.org/wiki/Q104541","display_name":"Aerosol","level":2,"score":0.6499807834625244},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.499159574508667},{"id":"https://openalex.org/C87456703","wikidata":"https://www.wikidata.org/wiki/Q247760","display_name":"Radiometry","level":2,"score":0.42211073637008667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3876955509185791},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2965693175792694},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2723262906074524},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.12380295991897583},{"id":"https://openalex.org/C191486275","wikidata":"https://www.wikidata.org/wiki/Q210028","display_name":"Scattering","level":2,"score":0.09805512428283691},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08786126971244812}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3419169","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3419169","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G381962998","display_name":null,"funder_award_id":"42375121","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3126136541","https://openalex.org/W2396583078","https://openalex.org/W2896789315","https://openalex.org/W2941835033","https://openalex.org/W4213416983","https://openalex.org/W3040270278","https://openalex.org/W2165583849","https://openalex.org/W3196990708","https://openalex.org/W2998338862","https://openalex.org/W2347506004"],"abstract_inverted_index":{"Aerosol":[0],"properties,":[1],"including":[2],"aerosol":[3,7,25,44,76,81,137,165,220,241,256],"optical":[4,9,45],"depth":[5,10],"(AOD),":[6],"absorption":[8],"(AAOD),":[11],"single":[12],"scattering":[13],"albedo":[14,115],"(SSA),":[15],"and":[16,87,129,139,180,216,231,251,257],"fine":[17],"mode":[18],"fraction":[19],"(FMF),":[20],"are":[21],"essential":[22],"in":[23,57,225],"studying":[24],"climate":[26,258],"effects.":[27],"Spectral":[28],"multiangle":[29,127],"polarimetry":[30],"(MAP)":[31],"has":[32,69],"been":[33],"recognized":[34],"as":[35,111,113,117,147,224,247],"a":[36,95],"promising":[37],"technique":[38,250],"for":[39,160,240,254],"comprehensive":[40],"retrievals":[41,79],"of":[42,51,80,131,170,177,182,190,219,238],"global":[43,255],"properties":[46,221],"from":[47,83,125],"space.":[48],"As":[49],"one":[50],"the":[52,59,65,99,118,148,168,178,183,191,198,214,236],"very":[53],"few":[54],"MAP":[55],"sensors":[56],"space,":[58],"Directional":[60],"Polarimetric":[61],"Camera":[62],"(DPC)":[63],"onboard":[64],"GaoFen":[66],"(GF)-5":[67],"satellite":[68],"great":[70],"potential":[71],"to":[72,105,175],"provide":[73],"these":[74],"critical":[75],"parameters.":[77],"However,":[78],"parameters":[82,162],"DPC,":[84],"especially":[85],"SSA":[86,171,195],"AAOD,":[88,108],"still":[89],"remain":[90],"limited.":[91],"This":[92,233],"study":[93,234],"introduces":[94],"machine-learning":[96],"algorithm":[97],"using":[98,135],"eXtreme":[100],"gradient":[101],"boosting":[102],"(XGBoost)":[103],"model":[104],"retrieve":[106],"AOD,":[107],"SSA,":[109],"FMF,":[110],"well":[112],"surface":[114],"(expressed":[116],"directional":[119],"hemispherical":[120],"reflectance,":[121],"DHR)":[122],"over":[123],"land":[124],"DPC":[126,239],"reflectances":[128],"degree":[130],"linear":[132],"polarization":[133],"(DOLP),":[134],"AERONET":[136],"measurements":[138],"Moderate":[140],"Resolution":[141],"Imaging":[142],"Spectroradiometer":[143],"(MODIS)":[144],"DHR":[145],"data":[146,252],"training":[149],"target.":[150],"Cross-validation":[151],"indicates":[152],"high":[153],"retrieval":[154,172],"accuracy,":[155],"with":[156,188],"correlations":[157],"exceeding":[158],"0.75":[159],"all":[161],"under":[163],"sufficient":[164],"loading.":[166],"Notably,":[167],"accuracy":[169],"is":[173,206],"comparable":[174],"that":[176],"Polarization":[179],"Directionality":[181],"Earth\u2019s":[184],"Reflectance":[185],"(POLDER)":[186],"products,":[187],"73%":[189],"independently":[192],"retrieved":[193],"670-nm":[194,204],"falling":[196],"within":[197],"\u00b10.03":[199],"error":[200],"envelope":[201],"(EE)":[202],"when":[203],"AOD":[205],"above":[207],"0.30.":[208],"Gridded":[209],"products":[210],"also":[211],"effectively":[212],"capture":[213],"spatial":[215],"seasonal":[217],"variability":[218],"worldwide,":[222],"such":[223],"regions":[226],"dominated":[227],"by":[228],"biomass":[229],"burning":[230],"dust.":[232],"confirms":[235],"capability":[237],"property":[242],"retrievals,":[243],"which":[244],"could":[245],"serve":[246],"an":[248],"important":[249],"source":[253],"monitoring.":[259]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":6}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2025-10-10T00:00:00"}
