{"id":"https://openalex.org/W4396243259","doi":"https://doi.org/10.5194/acp-24-5025-2024","title":"Global aerosol-type classification using a new hybrid algorithm and Aerosol Robotic Network data","display_name":"Global aerosol-type classification using a new hybrid algorithm and Aerosol Robotic Network data","publication_year":2024,"publication_date":"2024-04-29","ids":{"openalex":"https://openalex.org/W4396243259","doi":"https://doi.org/10.5194/acp-24-5025-2024"},"language":"en","primary_location":{"id":"doi:10.5194/acp-24-5025-2024","doi":"https://doi.org/10.5194/acp-24-5025-2024","is_oa":true,"landing_page_url":"https://doi.org/10.5194/acp-24-5025-2024","pdf_url":null,"source":{"id":"https://openalex.org/S162708223","display_name":"Atmospheric chemistry and physics","issn_l":"1680-7316","issn":["1680-7316","1680-7324"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","jufo-3","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Atmospheric Chemistry and Physics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5194/acp-24-5025-2024","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103012562","display_name":"Xiaoli Wei","orcid":"https://orcid.org/0000-0003-3302-647X","observed_orcids":["https://orcid.org/0000-0003-3302-647X"]},"institutions":[{"id":"https://openalex.org/I4210131507","display_name":"Shanghai Meteorological Bureau","ror":"https://ror.org/03tbkt876","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210131507"]},{"id":"https://openalex.org/I4405259049","display_name":"Shanghai Qi Zhi Institute","ror":"https://ror.org/01n14yn69","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4405259049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoli Wei","raw_affiliation_strings":["Shanghai Meteorological Service, Shanghai, 200030, China","Shanghai Qi Zhi Institute, Shanghai, 200232, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Meteorological Service, Shanghai, 200030, China","institution_ids":["https://openalex.org/I4210131507"]},{"raw_affiliation_string":"Shanghai Qi Zhi Institute, Shanghai, 200232, China","institution_ids":["https://openalex.org/I4405259049"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qian Cui","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qian Cui","raw_affiliation_strings":["Wuhan Meteorological Bureau, Wuhan, 430000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan Meteorological Bureau, Wuhan, 430000, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035813695","display_name":"Leiming Ma","orcid":"https://orcid.org/0000-0003-0103-5830","observed_orcids":["https://orcid.org/0000-0003-0103-5830"]},"institutions":[{"id":"https://openalex.org/I4210131507","display_name":"Shanghai Meteorological Bureau","ror":"https://ror.org/03tbkt876","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210131507"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leiming Ma","raw_affiliation_strings":["Shanghai Meteorological Service, Shanghai, 200030, China"],"raw_orcid":"https://orcid.org/0000-0003-0103-5830","affiliations":[{"raw_affiliation_string":"Shanghai Meteorological Service, Shanghai, 200030, China","institution_ids":["https://openalex.org/I4210131507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100401218","display_name":"Feng Zhang","orcid":"https://orcid.org/0000-0001-8308-7217","observed_orcids":["https://orcid.org/0000-0001-8308-7217"]},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Feng Zhang","raw_affiliation_strings":["Fudan University (Shanghai, China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University (Shanghai, China)","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338181","display_name":"Wenwen Li","orcid":"https://orcid.org/0000-0003-2861-1818","observed_orcids":["https://orcid.org/0000-0003-2861-1818","https://orcid.org/0000-0002-7510-2234"]},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]},{"id":"https://openalex.org/I4405259049","display_name":"Shanghai Qi Zhi Institute","ror":"https://ror.org/01n14yn69","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4405259049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenwen Li","raw_affiliation_strings":["Department of Atmospheric and Oceanic Sciences\u202f&\u202fInstitute of Atmospheric Sciences,  Fudan University, Shanghai, 200438, China","Shanghai Qi Zhi Institute, Shanghai, 200232, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Atmospheric and Oceanic Sciences\u202f&\u202fInstitute of Atmospheric Sciences,  Fudan University, Shanghai, 200438, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"Shanghai Qi Zhi Institute, Shanghai, 200232, China","institution_ids":["https://openalex.org/I4405259049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047351206","display_name":"Peng Liu","orcid":"https://orcid.org/0000-0001-9107-6673","observed_orcids":["https://orcid.org/0000-0001-9107-6673"]},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Liu","raw_affiliation_strings":["School of Atmospheric Science, Nanjing University of Information Science and Technology,  Nanjing, 210044, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Atmospheric Science, Nanjing University of Information Science and Technology,  Nanjing, 210044, China","institution_ids":["https://openalex.org/I200845125"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100401218"],"corresponding_institution_ids":["https://openalex.org/I24943067"],"apc_list":{"value":1600,"currency":"EUR","value_usd":1725},"apc_paid":{"value":1600,"currency":"EUR","value_usd":1725},"fwci":2.9856,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.91916216,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":100},"biblio":{"volume":"24","issue":"8","first_page":"5025","last_page":"5045"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9932000041007996,"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"}},"topics":[{"id":"https://openalex.org/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9932000041007996,"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"}},{"id":"https://openalex.org/T10075","display_name":"Atmospheric chemistry and aerosols","score":0.006399999838322401,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/aerosol-classification","display_name":"aerosol classification","score":0.9229999780654907},{"id":"https://openalex.org/keywords/hybrid-method","display_name":"hybrid algorithm","score":0.6700000166893005},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.8679999709129333},{"id":"https://openalex.org/keywords/complex-refractive-index","display_name":"complex refractive index","score":0.8389999866485596},{"id":"https://openalex.org/keywords/aerosol-optical-properties","display_name":"aerosol optical properties","score":0.8429999947547913},{"id":"https://openalex.org/keywords/dust-aerosols","display_name":"dust aerosols","score":0.8560000061988831},{"id":"https://openalex.org/keywords/biomass-burning-aerosols","display_name":"biomass burning aerosols","score":0.9710000157356262},{"id":"https://openalex.org/keywords/urban-industrial-aerosols","display_name":"urban-industrial aerosols","score":0.8679999709129333},{"id":"https://openalex.org/keywords/aerosol-inversion","display_name":"aerosol inversion","score":0.593999981880188}],"concepts":[{"id":"https://openalex.org/C2779345167","wikidata":"https://www.wikidata.org/wiki/Q104541","display_name":"Aerosol","level":2,"score":0.9480913281440735},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6170620322227478},{"id":"https://openalex.org/C172461840","wikidata":"https://www.wikidata.org/wiki/Q2575475","display_name":"Angstrom exponent","level":3,"score":0.6157854795455933},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5052655339241028},{"id":"https://openalex.org/C99578197","wikidata":"https://www.wikidata.org/wiki/Q1463606","display_name":"Radiative forcing","level":3,"score":0.47615930438041687},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41224730014801025},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.384357750415802},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.33676695823669434},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10917973518371582},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5194/acp-24-5025-2024","doi":"https://doi.org/10.5194/acp-24-5025-2024","is_oa":true,"landing_page_url":"https://doi.org/10.5194/acp-24-5025-2024","pdf_url":null,"source":{"id":"https://openalex.org/S162708223","display_name":"Atmospheric chemistry and physics","issn_l":"1680-7316","issn":["1680-7316","1680-7324"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","jufo-3","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Atmospheric Chemistry and Physics","raw_type":"journal-article"},{"id":"doi:10.5194/egusphere-2023-1754","doi":"https://doi.org/10.5194/egusphere-2023-1754","is_oa":true,"landing_page_url":"https://doi.org/10.5194/egusphere-2023-1754","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:doaj.org/article:fcae64b1c4684ccda92db3ab372ea71a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/fcae64b1c4684ccda92db3ab372ea71a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Atmospheric Chemistry and Physics, Vol 24, Pp 5025-5045 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.5194/acp-24-5025-2024","doi":"https://doi.org/10.5194/acp-24-5025-2024","is_oa":true,"landing_page_url":"https://doi.org/10.5194/acp-24-5025-2024","pdf_url":null,"source":{"id":"https://openalex.org/S162708223","display_name":"Atmospheric chemistry and physics","issn_l":"1680-7316","issn":["1680-7316","1680-7324"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","jufo-3","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310313756","host_organization_name":"Copernicus Publications","host_organization_lineage":["https://openalex.org/P4310313756"],"host_organization_lineage_names":["Copernicus Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Atmospheric Chemistry and Physics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.685699999332428,"display_name":"Climate action"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1552956010","display_name":null,"funder_award_id":"42075125","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3480460788","display_name":null,"funder_award_id":"42105081","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":54,"referenced_works":["https://openalex.org/W299047321","https://openalex.org/W953560957","https://openalex.org/W1533261678","https://openalex.org/W1977518971","https://openalex.org/W1978677432","https://openalex.org/W1995313392","https://openalex.org/W1997517106","https://openalex.org/W2022794499","https://openalex.org/W2025943157","https://openalex.org/W2026317156","https://openalex.org/W2046136706","https://openalex.org/W2049001489","https://openalex.org/W2050250373","https://openalex.org/W2052133047","https://openalex.org/W2057849577","https://openalex.org/W2060117860","https://openalex.org/W2086153848","https://openalex.org/W2090302741","https://openalex.org/W2092849026","https://openalex.org/W2098384066","https://openalex.org/W2106163623","https://openalex.org/W2106528128","https://openalex.org/W2112335693","https://openalex.org/W2129466839","https://openalex.org/W2134927874","https://openalex.org/W2154433472","https://openalex.org/W2167929905","https://openalex.org/W2171450686","https://openalex.org/W2418673772","https://openalex.org/W2587019067","https://openalex.org/W2588057685","https://openalex.org/W2725283725","https://openalex.org/W2784055540","https://openalex.org/W2807257426","https://openalex.org/W2911964244","https://openalex.org/W2938533884","https://openalex.org/W2950574038","https://openalex.org/W2979755042","https://openalex.org/W2998768810","https://openalex.org/W3011266583","https://openalex.org/W3011319271","https://openalex.org/W3047094132","https://openalex.org/W3126460250","https://openalex.org/W3136100186","https://openalex.org/W3147169473","https://openalex.org/W3156941489","https://openalex.org/W3164119472","https://openalex.org/W3180549828","https://openalex.org/W4224884290","https://openalex.org/W4295836669","https://openalex.org/W4309938788","https://openalex.org/W4386374820","https://openalex.org/W4386391407","https://openalex.org/W6930082900"],"related_works":["https://openalex.org/W4399617548","https://openalex.org/W3126460250","https://openalex.org/W7213873368","https://openalex.org/W4390452515","https://openalex.org/W1977518971","https://openalex.org/W2902773645","https://openalex.org/W4309184596","https://openalex.org/W4416412015","https://openalex.org/W4412067249","https://openalex.org/W4387408893"],"abstract_inverted_index":{"The":[0,18,113,141],"properties":[1,20],"of":[2,21,78,126,148,191,206,233,240,247],"aerosols":[3],"are":[4,28,50],"highly":[5],"uncertain":[6],"owing":[7],"to":[8,60,72,100,122,216],"the":[9,74,90,107,111,124,131,212,221,231,238,245],"complex":[10,114],"changes":[11],"in":[12,15],"their":[13],"composition":[14],"different":[16,22,102],"regions.":[17],"radiative":[19],"aerosol":[23,32,103,207,218,241,248],"types":[24,104,208,219],"differ":[25],"considerably":[26],"and":[27,53,76,94,157,171,189,198,243],"vital":[29],"for":[30,138,160,185,230],"studying":[31],"regional":[33],"and/or":[34],"global":[35,204],"climate":[36],"effects.":[37],"Traditional":[38],"aerosol-type":[39,64,79,139],"identification":[40],"algorithms,":[41],"generally":[42],"based":[43,105],"on":[44,106],"cluster":[45],"or":[46],"empirical":[47],"analysis":[48],"methods,":[49],"often":[51],"inaccurate":[52],"time-consuming.":[54],"In":[55],"response,":[56],"our":[57,127],"study":[58],"aimed":[59],"develop":[61],"a":[62,96,120,203,227],"new":[63,213],"classification":[65,232],"model":[66],"using":[67,89,211],"an":[68,85],"innovative":[69],"hybrid":[70,128,142,214],"algorithm":[71,83,99,129,143,215],"improve":[73,237],"precision":[75],"efficiency":[77],"identification.":[80,140],"This":[81,224],"novel":[82,228],"incorporates":[84],"optical":[86,108],"database,":[87],"constructed":[88],"Mie":[91],"scattering":[92],"model,":[93],"employs":[95],"random":[97],"forest":[98],"classify":[101],"data":[109],"from":[110],"database.":[112],"refractive":[115],"index":[116],"was":[117,209],"used":[118],"as":[119],"baseline":[121],"assess":[123],"performance":[125],"against":[130],"traditional":[132],"Gaussian":[133],"kernel":[134],"density":[135],"clustering":[136],"method":[137],"demonstrated":[144],"impressive":[145],"consistency":[146],"rates":[147],"90":[149],"%,":[150,152,154,156,193,195,197,200],"85":[151],"84":[153,155],"100":[158],"%":[159],"dust,":[161],"mixed-coarse":[162],"(mixed,":[163,167],"course-mode":[164],"aerosol),":[165,169],"mixed-fine":[166],"fine-mode":[168],"urban/industrial,":[170],"biomass":[172],"burning":[173],"aerosols,":[174],"respectively.":[175,201],"Moreover,":[176],"it":[177],"achieved":[178],"remarkable":[179],"precision,":[180],"with":[181],"evaluation":[182],"metric":[183],"indexes":[184],"micro-precision,":[186],"micro-recall,":[187],"micro-F1-score,":[188],"accuracy":[190,239],"95":[192],"89":[194,199],"91":[196],"Lastly,":[202],"map":[205],"generated":[210],"characterize":[217],"across":[220],"five":[222],"continents.":[223],"study,":[225],"utilizing":[226],"approach":[229],"aerosol,":[234],"will":[235],"help":[236],"inversion":[242],"determine":[244],"sources":[246],"pollution.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2024-04-30T00:00:00"}
