{"id":"https://openalex.org/W2588978790","doi":"https://doi.org/10.1016/j.atmosenv.2017.02.023","title":"Spatiotemporal prediction of continuous daily PM2.5 concentrations across China using a spatially explicit machine learning algorithm","display_name":"Spatiotemporal prediction of continuous daily PM2.5 concentrations across China using a spatially explicit machine learning algorithm","publication_year":2017,"publication_date":"2017-02-15","ids":{"openalex":"https://openalex.org/W2588978790","doi":"https://doi.org/10.1016/j.atmosenv.2017.02.023","mag":"2588978790"},"language":"en","primary_location":{"id":"doi:10.1016/j.atmosenv.2017.02.023","doi":"https://doi.org/10.1016/j.atmosenv.2017.02.023","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.atmosenv.2017.02.023","pdf_url":null,"source":{"id":"https://openalex.org/S4210198353","display_name":"Atmospheric Environment","issn_l":"1352-2310","issn":["1352-2310","1873-2844"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Atmospheric Environment","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5011141138","display_name":"Yu Zhan","orcid":"https://orcid.org/0000-0002-8473-2799","observed_orcids":["https://orcid.org/0000-0002-8473-2799"]},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhan","raw_affiliation_strings":["Department of Environmental Science, Zhejiang University, Hangzhou, Zhejiang 310058, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Environmental Science, Zhejiang University, Hangzhou, Zhejiang 310058, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079565706","display_name":"Yuzhou Luo","orcid":"https://orcid.org/0000-0003-0879-9622","observed_orcids":["https://orcid.org/0000-0003-0879-9622"]},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuzhou Luo","raw_affiliation_strings":["Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036636012","display_name":"Xunfei Deng","orcid":"https://orcid.org/0000-0001-7306-6199","observed_orcids":["https://orcid.org/0000-0001-7306-6199"]},"institutions":[{"id":"https://openalex.org/I4210126939","display_name":"ZheJiang Academy of Agricultural Sciences","ror":"https://ror.org/02qbc3192","country_code":"CN","type":"nonprofit","lineage":["https://openalex.org/I4210126939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xunfei Deng","raw_affiliation_strings":["Institute of Digital Agriculture, Zhejiang Academy of Agricultural Sciences, Hangzhou, Zhejiang 310021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Digital Agriculture, Zhejiang Academy of Agricultural Sciences, Hangzhou, Zhejiang 310021, China","institution_ids":["https://openalex.org/I4210126939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001102096","display_name":"Huajin Chen","orcid":"https://orcid.org/0000-0003-3542-5597","observed_orcids":["https://orcid.org/0000-0003-3542-5597"]},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huajin Chen","raw_affiliation_strings":["Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069286112","display_name":"Michael L. Grieneisen","orcid":"https://orcid.org/0000-0003-4452-0465","observed_orcids":["https://orcid.org/0000-0003-4452-0465"]},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael L. Grieneisen","raw_affiliation_strings":["Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109942986","display_name":"Xueyou Shen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyou Shen","raw_affiliation_strings":["Department of Environmental Science, Zhejiang University, Hangzhou, Zhejiang 310058, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Environmental Science, Zhejiang University, Hangzhou, Zhejiang 310058, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lizhong Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lizhong Zhu","raw_affiliation_strings":["Department of Environmental Science, Zhejiang University, Hangzhou, Zhejiang 310058, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Environmental Science, Zhejiang University, Hangzhou, Zhejiang 310058, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100737340","display_name":"Minghua Zhang","orcid":"https://orcid.org/0000-0002-1927-5405","observed_orcids":["https://orcid.org/0000-0002-1927-5405"]},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Minghua Zhang","raw_affiliation_strings":["Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Land, Air, and Water Resources, University of California, Davis, CA 95616, USA","institution_ids":["https://openalex.org/I84218800"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100737340"],"corresponding_institution_ids":["https://openalex.org/I76130692","https://openalex.org/I84218800"],"apc_list":{"value":2910,"currency":"USD","value_usd":2910},"apc_paid":null,"fwci":13.2188,"has_fulltext":false,"cited_by_count":263,"citation_normalized_percentile":{"value":0.99531278,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"155","issue":null,"first_page":"129","last_page":"139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.8945000171661377,"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"}},"topics":[{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.8945000171661377,"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"}},{"id":"https://openalex.org/T10190","display_name":"Air Quality and Health Impacts","score":0.08169999718666077,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"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":0.008200000040233135,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pm2-5-prediction","display_name":"PM2.5 forecasting","score":0.8769999742507935},{"id":"https://openalex.org/keywords/spatiotemporal-prediction","display_name":"spatiotemporal prediction","score":0.859000027179718},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"gradient boosting","score":0.796999990940094},{"id":"https://openalex.org/keywords/geographically-weighted-regression","display_name":"geographically weighted regression","score":0.847000002861023},{"id":"https://openalex.org/keywords/spatial-non-stationarity","display_name":"spatial non-stationarity","score":0.9049999713897705},{"id":"https://openalex.org/keywords/aerosol-optical-depth","display_name":"aerosol optical depth","score":0.9259999990463257},{"id":"https://openalex.org/keywords/missing-data-imputation","display_name":"missing data imputation","score":0.6899999976158142},{"id":"https://openalex.org/keywords/air-pollution-exposure","display_name":"air pollution exposure","score":0.5920000076293945},{"id":"https://openalex.org/keywords/human-health-effects","display_name":"human health effects","score":0.652999997138977},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.36000001430511475}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.573261559009552},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5431389808654785},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.5316848158836365},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.514065146446228},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.49360978603363037},{"id":"https://openalex.org/C194648359","wikidata":"https://www.wikidata.org/wiki/Q3318054","display_name":"Generalized additive model","level":2,"score":0.46898964047431946},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.44395777583122253},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4408310055732727},{"id":"https://openalex.org/C91586092","wikidata":"https://www.wikidata.org/wiki/Q757520","display_name":"Atmospheric sciences","level":1,"score":0.4115341603755951},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3791182041168213},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.34294387698173523},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29555225372314453},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27211201190948486},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.18668267130851746},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15915629267692566},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.12526127696037292},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09293800592422485},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.atmosenv.2017.02.023","doi":"https://doi.org/10.1016/j.atmosenv.2017.02.023","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.atmosenv.2017.02.023","pdf_url":null,"source":{"id":"https://openalex.org/S4210198353","display_name":"Atmospheric Environment","issn_l":"1352-2310","issn":["1352-2310","1873-2844"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Atmospheric Environment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.504800021648407,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3156702618","display_name":null,"funder_award_id":"21607127","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W232587122","https://openalex.org/W590735017","https://openalex.org/W982311927","https://openalex.org/W1173523477","https://openalex.org/W1554944419","https://openalex.org/W1585803698","https://openalex.org/W1594031697","https://openalex.org/W1678356000","https://openalex.org/W1964829247","https://openalex.org/W1972585310","https://openalex.org/W1976991085","https://openalex.org/W1987098847","https://openalex.org/W1992296920","https://openalex.org/W2010821940","https://openalex.org/W2017507967","https://openalex.org/W2023307338","https://openalex.org/W2034446988","https://openalex.org/W2036850118","https://openalex.org/W2047120335","https://openalex.org/W2051444817","https://openalex.org/W2066148159","https://openalex.org/W2067129339","https://openalex.org/W2069977802","https://openalex.org/W2070493638","https://openalex.org/W2070535949","https://openalex.org/W2077925494","https://openalex.org/W2084341220","https://openalex.org/W2102325988","https://openalex.org/W2103977502","https://openalex.org/W2104794450","https://openalex.org/W2110885569","https://openalex.org/W2111266914","https://openalex.org/W2116200982","https://openalex.org/W2135695572","https://openalex.org/W2138017294","https://openalex.org/W2168630917","https://openalex.org/W2171033594","https://openalex.org/W2252305884","https://openalex.org/W2284873887","https://openalex.org/W2294362895","https://openalex.org/W2297827415","https://openalex.org/W2301552301","https://openalex.org/W2310114729","https://openalex.org/W2312602772","https://openalex.org/W2314479789","https://openalex.org/W2315700685","https://openalex.org/W2316167246","https://openalex.org/W2318698569","https://openalex.org/W2323483937","https://openalex.org/W2461336101","https://openalex.org/W2512185132","https://openalex.org/W2519272334","https://openalex.org/W2582743722","https://openalex.org/W2891163915","https://openalex.org/W3085162807","https://openalex.org/W6667456711"],"related_works":["https://openalex.org/W2800133189","https://openalex.org/W2908839265","https://openalex.org/W7128783304","https://openalex.org/W4281259517","https://openalex.org/W3128318755","https://openalex.org/W4280506471","https://openalex.org/W4293385773","https://openalex.org/W4282007141","https://openalex.org/W4296277710","https://openalex.org/W3119335550"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":29},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":29},{"year":2023,"cited_by_count":30},{"year":2022,"cited_by_count":28},{"year":2021,"cited_by_count":38},{"year":2020,"cited_by_count":36},{"year":2019,"cited_by_count":34},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":6}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2017-02-24T00:00:00"}