{"id":"https://openalex.org/W4399066975","doi":"https://doi.org/10.1016/j.envpol.2024.124263","title":"A hybrid model for enhanced forecasting of PM2.5 spatiotemporal concentrations with high resolution and accuracy","display_name":"A hybrid model for enhanced forecasting of PM2.5 spatiotemporal concentrations with high resolution and accuracy","publication_year":2024,"publication_date":"2024-05-28","ids":{"openalex":"https://openalex.org/W4399066975","doi":"https://doi.org/10.1016/j.envpol.2024.124263","pmid":"https://pubmed.ncbi.nlm.nih.gov/38815889"},"language":"en","primary_location":{"id":"doi:10.1016/j.envpol.2024.124263","doi":"https://doi.org/10.1016/j.envpol.2024.124263","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envpol.2024.124263","pdf_url":"https://ars.els-cdn.com/content/image/1-s2.0-S0269749124009771-ga1_lrg.jpg","source":{"id":"https://openalex.org/S201530359","display_name":"Environmental Pollution","issn_l":"0269-7491","issn":["0269-7491","1873-6424"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-2","ki-jl-1","medline","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Pollution","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ars.els-cdn.com/content/image/1-s2.0-S0269749124009771-ga1_lrg.jpg","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108943786","display_name":"Xiaoxiao Feng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405253839","display_name":"Institute of Environmental Engineering","ror":"https://ror.org/014vhw898","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"id":"https://openalex.org/I71824836","display_name":"Empa","ror":"https://ror.org/02x681a42","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I71824836"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Xiaoxiao Feng","raw_affiliation_strings":["Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839","https://openalex.org/I71824836"]},{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"raw_affiliation_string":"Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland","institution_ids":["https://openalex.org/I71824836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070089501","display_name":"Xiaole Zhang","orcid":"https://orcid.org/0000-0002-8349-8101","observed_orcids":["https://orcid.org/0000-0002-8349-8101"]},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaole Zhang","raw_affiliation_strings":["Institute of Public Safety Research, Department of Engineering Physics, Tsinghua University, Beijing, 100084, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Public Safety Research, Department of Engineering Physics, Tsinghua University, Beijing, 100084, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050933698","display_name":"Stephan Henne","orcid":"https://orcid.org/0000-0002-6637-4887","observed_orcids":["https://orcid.org/0000-0002-6637-4887"]},"institutions":[{"id":"https://openalex.org/I71824836","display_name":"Empa","ror":"https://ror.org/02x681a42","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I71824836"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Stephan Henne","raw_affiliation_strings":["Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","institution_ids":["https://openalex.org/I71824836"]},{"raw_affiliation_string":"Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland","institution_ids":["https://openalex.org/I71824836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081705650","display_name":"Yibo Zhao","orcid":"https://orcid.org/0000-0001-9433-7277","observed_orcids":["https://orcid.org/0000-0001-9433-7277"]},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405253839","display_name":"Institute of Environmental Engineering","ror":"https://ror.org/014vhw898","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"id":"https://openalex.org/I71824836","display_name":"Empa","ror":"https://ror.org/02x681a42","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I71824836"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Yi-Bo Zhao","raw_affiliation_strings":["Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839","https://openalex.org/I71824836"]},{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"raw_affiliation_string":"Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland","institution_ids":["https://openalex.org/I71824836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454179","display_name":"Jie Liu","orcid":"https://orcid.org/0000-0003-0895-7598","observed_orcids":["https://orcid.org/0000-0003-0895-7598","https://orcid.org/0009-0008-7013-924X"]},"institutions":[{"id":"https://openalex.org/I169572211","display_name":"Northeast Agricultural University","ror":"https://ror.org/0515nd386","country_code":"CN","type":"education","lineage":["https://openalex.org/I169572211"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Liu","raw_affiliation_strings":["School of Water Conservancy & Civil Engineering, Northeast Agricultural University, Harbin, 150030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Water Conservancy & Civil Engineering, Northeast Agricultural University, Harbin, 150030, China","institution_ids":["https://openalex.org/I169572211"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026351827","display_name":"Tse-Lun Chen","orcid":"https://orcid.org/0000-0001-9092-9064","observed_orcids":["https://orcid.org/0000-0001-9092-9064"]},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405253839","display_name":"Institute of Environmental Engineering","ror":"https://ror.org/014vhw898","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"id":"https://openalex.org/I71824836","display_name":"Empa","ror":"https://ror.org/02x681a42","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I71824836"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tse-Lun Chen","raw_affiliation_strings":["Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839","https://openalex.org/I71824836"]},{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"raw_affiliation_string":"Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland","institution_ids":["https://openalex.org/I71824836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100759077","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0003-2078-137X","observed_orcids":["https://orcid.org/0000-0003-2078-137X","https://orcid.org/0000-0002-9380-4467"]},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405253839","display_name":"Institute of Environmental Engineering","ror":"https://ror.org/014vhw898","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"id":"https://openalex.org/I71824836","display_name":"Empa","ror":"https://ror.org/02x681a42","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I71824836"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Jing Wang","raw_affiliation_strings":["Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland. Electronic address: jing.wang@ifu.baug.ethz.ch","Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-2078-137X","affiliations":[{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Zurich, 8093, Switzerland; Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, 8600, Switzerland. Electronic address: jing.wang@ifu.baug.ethz.ch","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839","https://openalex.org/I71824836"]},{"raw_affiliation_string":"Institute of Environmental Engineering (IfU), ETH Z\u00fcrich, Z\u00fcrich, 8093, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839"]},{"raw_affiliation_string":"Laboratory for Advanced Analytical Technologies, Swiss Federal Laboratories for Materials Science and Technology, D\u00fcbendorf 8600, Switzerland","institution_ids":["https://openalex.org/I71824836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100759077"],"corresponding_institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405253839","https://openalex.org/I71824836"],"apc_list":{"value":3920,"currency":"USD","value_usd":3920},"apc_paid":{"value":3920,"currency":"USD","value_usd":3920},"fwci":4.3308,"has_fulltext":true,"cited_by_count":37,"citation_normalized_percentile":{"value":0.95801551,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"355","issue":null,"first_page":"124263","last_page":"124263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9994999766349792,"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":0.9994999766349792,"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":9.999999747378752e-05,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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":0.9739999771118164},{"id":"https://openalex.org/keywords/short-term-air-quality-prediction","display_name":"short-term air quality prediction","score":0.7590000033378601},{"id":"https://openalex.org/keywords/hybrid-forecasting-model","display_name":"hybrid forecasting model","score":0.7210000157356262},{"id":"https://openalex.org/keywords/cmaq","display_name":"CMAQ","score":0.7860000133514404},{"id":"https://openalex.org/keywords/chemical-transport-model","display_name":"chemical transport model","score":0.8119999766349792},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"long short-term memory","score":0.8629999756813049},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9929999709129333},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"wavelet transform","score":0.9769999980926514}],"concepts":[{"id":"https://openalex.org/C2776845762","wikidata":"https://www.wikidata.org/wiki/Q23579663","display_name":"CMAQ","level":3,"score":0.9680181741714478},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7820655107498169},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7418049573898315},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6188775897026062},{"id":"https://openalex.org/C126314574","wikidata":"https://www.wikidata.org/wiki/Q2364111","display_name":"Air quality index","level":2,"score":0.5848170518875122},{"id":"https://openalex.org/C170061395","wikidata":"https://www.wikidata.org/wiki/Q5468164","display_name":"Forecast skill","level":2,"score":0.522584080696106},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.49462196230888367},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4379495680332184},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.43024155497550964},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4189557433128357},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4121049642562866},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4117221534252167},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26957303285598755},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2575814127922058},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1368800401687622},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000393","descriptor_name":"Air Pollutants","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":true},{"descriptor_ui":"D000397","descriptor_name":"Air Pollution","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D004784","descriptor_name":"Environmental Monitoring","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D052638","descriptor_name":"Particulate Matter","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":true},{"descriptor_ui":"D062211","descriptor_name":"Spatio-Temporal Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.envpol.2024.124263","doi":"https://doi.org/10.1016/j.envpol.2024.124263","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envpol.2024.124263","pdf_url":"https://ars.els-cdn.com/content/image/1-s2.0-S0269749124009771-ga1_lrg.jpg","source":{"id":"https://openalex.org/S201530359","display_name":"Environmental Pollution","issn_l":"0269-7491","issn":["0269-7491","1873-6424"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-2","ki-jl-1","medline","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Pollution","raw_type":"journal-article"},{"id":"pmid:38815889","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38815889","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental pollution (Barking, Essex : 1987)","raw_type":"Journal Article"},{"id":"pmh:oai:dora:empa_38056","doi":null,"is_oa":true,"landing_page_url":"https://www.dora.lib4ri.ch/empa/item/empa:38056","pdf_url":"https://www.dora.lib4ri.ch/empa/dload/empa:38056/PDF/view","source":{"id":"https://openalex.org/S4306401298","display_name":"DORA Empa (Swiss Federal Laboratories for Materials Science and Technology (Empa))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I71824836","host_organization_name":"Empa","host_organization_lineage":["https://openalex.org/I71824836"],"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":"Environmental Pollution","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1016/j.envpol.2024.124263","doi":"https://doi.org/10.1016/j.envpol.2024.124263","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envpol.2024.124263","pdf_url":"https://ars.els-cdn.com/content/image/1-s2.0-S0269749124009771-ga1_lrg.jpg","source":{"id":"https://openalex.org/S201530359","display_name":"Environmental Pollution","issn_l":"0269-7491","issn":["0269-7491","1873-6424"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-2","ki-jl-1","medline","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Pollution","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.46149998903274536,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"},{"score":0.4000000059604645,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2815100730","display_name":null,"funder_award_id":"7F-09802.01.03","funder_id":"https://openalex.org/F4320332770","funder_display_name":"Direktion f\u00fcr Entwicklung und Zusammenarbeit"}],"funders":[{"id":"https://openalex.org/F4320332770","display_name":"Direktion f\u00fcr Entwicklung und Zusammenarbeit","ror":"https://ror.org/03fxa4766"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399066975.pdf","grobid_xml":"https://content.openalex.org/works/W4399066975.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1594031697","https://openalex.org/W1970500744","https://openalex.org/W2003366520","https://openalex.org/W2008641894","https://openalex.org/W2015698815","https://openalex.org/W2023549149","https://openalex.org/W2034224707","https://openalex.org/W2064675550","https://openalex.org/W2109600655","https://openalex.org/W2111369201","https://openalex.org/W2255466643","https://openalex.org/W2323483937","https://openalex.org/W2560646781","https://openalex.org/W2566321408","https://openalex.org/W2570322979","https://openalex.org/W2580063688","https://openalex.org/W2620300958","https://openalex.org/W2779788985","https://openalex.org/W2802308221","https://openalex.org/W2812669263","https://openalex.org/W2883931985","https://openalex.org/W2886018637","https://openalex.org/W2904011557","https://openalex.org/W2905872298","https://openalex.org/W2911964244","https://openalex.org/W2915783575","https://openalex.org/W2945306488","https://openalex.org/W2947942372","https://openalex.org/W2997954894","https://openalex.org/W3004417816","https://openalex.org/W3008599913","https://openalex.org/W3026256882","https://openalex.org/W3035717876","https://openalex.org/W3079281438","https://openalex.org/W3092684057","https://openalex.org/W3097860219","https://openalex.org/W3157663382","https://openalex.org/W3157698688","https://openalex.org/W3182250664","https://openalex.org/W3199797768","https://openalex.org/W4285489795","https://openalex.org/W4309377852","https://openalex.org/W4310137244","https://openalex.org/W4313639520","https://openalex.org/W4394050708","https://openalex.org/W6682675615","https://openalex.org/W6732579376"],"related_works":["https://openalex.org/W6966229904","https://openalex.org/W4413021398","https://openalex.org/W4403765720","https://openalex.org/W4321500913","https://openalex.org/W7143403137","https://openalex.org/W4213324700","https://openalex.org/W4404011942","https://openalex.org/W3041411836","https://openalex.org/W2914487400","https://openalex.org/W4408079131"],"abstract_inverted_index":{"Forecasting":[0],"concentrations":[1,18,108,157,177],"of":[2,120,142,155,164,175,197,223],"PM2.5":[3,17,43,58,95,107,156,165,176],"is":[4],"important":[5],"due":[6],"to":[7],"its":[8],"known":[9],"impacts":[10],"on":[11],"public":[12],"health":[13],"and":[14,25,34,48,85,126,153,182,191,218,234],"environment.":[15],"However,":[16],"can":[19,28],"vary":[20],"significantly":[21],"over":[22],"short":[23],"distances":[24],"time,":[26],"which":[27],"be":[29],"influenced":[30],"by":[31,61,178,226],"local":[32],"emissions":[33],"short-term":[35,57,82],"weather":[36],"patterns.":[37],"This":[38,51],"spatiotemporal":[39,100],"variability":[40,163],"makes":[41],"accurate":[42],"forecasting":[44],"an":[45],"inherently":[46],"complex":[47],"challenging":[49],"task.":[50],"study":[52],"presented":[53],"novel":[54],"methodologies":[55],"for":[56,123,129],"concentration":[59],"forecast":[60,94,105,125],"combining":[62],"the":[63,136,148,201,204,211,220,231],"atmospheric":[64,137],"chemistry":[65],"transport":[66,138],"model":[67,92,139,172,213],"Community":[68],"Multiscale":[69],"Air":[70],"Quality":[71],"Modeling":[72],"System":[73],"(CMAQ)":[74],"with":[75,96,112,140,216],"data-driven":[76],"machine":[77],"learning":[78,152,179],"methods,":[79],"namely":[80],"long":[81],"memory":[83],"(LSTM)":[84],"random":[86],"forest":[87],"(RF)":[88],"models.":[89,209],"The":[90,102,170,194],"combined":[91],"system":[93,104,150],"1":[97],"hr,":[98],"1km\u00d71km":[99],"resolution.":[101],"LSTM":[103,149,180],"time-dependent":[106],"at":[109,158,166,230],"observation":[110],"sites":[111],"a":[113],"maximum":[114],"root":[115],"mean":[116],"square":[117],"error":[118],"(RMSE)":[119],"3.66":[121],"\u03bcg/m3":[122,128],"1-hr":[124],"23.75":[127],"72-hr":[130],"forecast,":[131],"leveraging":[132],"results":[133,181,199],"obtained":[134],"from":[135],"RMSE":[141],"45.81":[143],"\u03bcg/m3.":[144],"Wavelet":[145],"transform":[146],"in":[147,207],"allowed":[151],"prediction":[154],"different":[159],"frequencies,":[160],"capturing":[161],"temporal":[162],"various":[167],"time":[168],"scales.":[169],"RF":[171,208],"predicted":[173],"distributions":[174],"integrating":[183],"crucial":[184],"features":[185,206],"such":[186],"as":[187],"CMAQ":[188,198],"results,":[189],"meteorological":[190],"topographical":[192],"information.":[193],"feature":[195],"significance":[196],"was":[200],"highest":[202],"among":[203],"input":[205],"Overall,":[210],"hybrid":[212],"could":[214],"help":[215],"managing":[217],"mitigating":[219],"adverse":[221],"effects":[222],"air":[224],"pollution":[225],"enabling":[227],"informed":[228],"decision-making":[229],"individual,":[232],"community":[233],"policy":[235],"levels.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":19},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2024-05-29T00:00:00"}