{"id":"https://openalex.org/W4382981390","doi":"https://doi.org/10.3390/rs15133348","title":"Forecasting PM10 Levels Using Machine Learning Models in the Arctic: A Comparative Study","display_name":"Forecasting PM10 Levels Using Machine Learning Models in the Arctic: A Comparative Study","publication_year":2023,"publication_date":"2023-06-30","ids":{"openalex":"https://openalex.org/W4382981390","doi":"https://doi.org/10.3390/rs15133348"},"language":"en","primary_location":{"id":"doi:10.3390/rs15133348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15133348","pdf_url":"https://www.mdpi.com/2072-4292/15/13/3348/pdf?version=1688118130","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/2072-4292/15/13/3348/pdf?version=1688118130","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032313914","display_name":"Paolo Fazzini","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149433","display_name":"Institute for Complex Systems","ror":"https://ror.org/05rcgef49","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210149433","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210158892","display_name":"Institute of Atmospheric Pollution Research","ror":"https://ror.org/05hky6p02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210158892"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Fazzini","raw_affiliation_strings":["Institute for Complex Systems, National Research Council, 00185 Rome, Italy","Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute for Complex Systems, National Research Council, 00185 Rome, Italy","institution_ids":["https://openalex.org/I4210149433","https://openalex.org/I4210155236"]},{"raw_affiliation_string":"Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy","institution_ids":["https://openalex.org/I4210158892","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013859249","display_name":"M. Montuori","orcid":"https://orcid.org/0000-0002-4519-5265"},"institutions":[{"id":"https://openalex.org/I4210149433","display_name":"Institute for Complex Systems","ror":"https://ror.org/05rcgef49","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210149433","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Marco Montuori","raw_affiliation_strings":["Institute for Complex Systems, National Research Council, 00185 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute for Complex Systems, National Research Council, 00185 Rome, Italy","institution_ids":["https://openalex.org/I4210149433","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046711879","display_name":"Antonello Pasini","orcid":"https://orcid.org/0000-0001-7130-0762"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210158892","display_name":"Institute of Atmospheric Pollution Research","ror":"https://ror.org/05hky6p02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210158892"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonello Pasini","raw_affiliation_strings":["Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy","institution_ids":["https://openalex.org/I4210158892","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040600424","display_name":"Alice Cuzzucoli","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210158892","display_name":"Institute of Atmospheric Pollution Research","ror":"https://ror.org/05hky6p02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210158892"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alice Cuzzucoli","raw_affiliation_strings":["Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy","institution_ids":["https://openalex.org/I4210158892","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013066089","display_name":"Ilaria Crotti","orcid":"https://orcid.org/0000-0002-7270-6446"},"institutions":[{"id":"https://openalex.org/I4210118689","display_name":"Joint Research Centre","ror":"https://ror.org/02qezmz13","country_code":"IT","type":"government","lineage":["https://openalex.org/I1320481043","https://openalex.org/I2800387288","https://openalex.org/I4210118689","https://openalex.org/I4210161702"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ilaria Crotti","raw_affiliation_strings":["European Commission, Joint Research Centre, 21027 Ispra, Italy"],"affiliations":[{"raw_affiliation_string":"European Commission, Joint Research Centre, 21027 Ispra, Italy","institution_ids":["https://openalex.org/I4210118689"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012819832","display_name":"Emilio F. Campana","orcid":"https://orcid.org/0000-0002-8234-0089"},"institutions":[{"id":"https://openalex.org/I4210118768","display_name":"Ministry of Infrastructures and Transport","ror":"https://ror.org/02qk9nj07","country_code":"IT","type":"government","lineage":["https://openalex.org/I4210118768"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Emilio Fortunato Campana","raw_affiliation_strings":["Department of Engineering, ICT and Technology for Energy and Transport, 00185 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, ICT and Technology for Energy and Transport, 00185 Rome, Italy","institution_ids":["https://openalex.org/I4210118768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028828641","display_name":"Francesco Petracchini","orcid":"https://orcid.org/0000-0001-5134-934X"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210158892","display_name":"Institute of Atmospheric Pollution Research","ror":"https://ror.org/05hky6p02","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210158892"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Petracchini","raw_affiliation_strings":["Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Atmospheric Pollution Research, National Research Council, 00010 Rome, Italy","institution_ids":["https://openalex.org/I4210158892","https://openalex.org/I4210155236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018794558","display_name":"Srdjan Dobri\u010di\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I4210118689","display_name":"Joint Research Centre","ror":"https://ror.org/02qezmz13","country_code":"IT","type":"government","lineage":["https://openalex.org/I1320481043","https://openalex.org/I2800387288","https://openalex.org/I4210118689","https://openalex.org/I4210161702"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Srdjan Dobricic","raw_affiliation_strings":["European Commission, Joint Research Centre, 21027 Ispra, Italy"],"affiliations":[{"raw_affiliation_string":"European Commission, Joint Research Centre, 21027 Ispra, Italy","institution_ids":["https://openalex.org/I4210118689"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5013859249"],"corresponding_institution_ids":["https://openalex.org/I4210149433","https://openalex.org/I4210155236"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.9622,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.714829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"15","issue":"13","first_page":"3348","last_page":"3348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9998999834060669,"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":0.9998999834060669,"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/T11588","display_name":"Atmospheric and Environmental Gas Dynamics","score":0.9921000003814697,"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":0.9890000224113464,"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/computer-science","display_name":"Computer science","score":0.6653833389282227},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5963075757026672},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.5648766160011292},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5415397882461548},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.515975296497345},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5121216773986816},{"id":"https://openalex.org/keywords/the-arctic","display_name":"The arctic","score":0.4582999348640442},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.41686689853668213},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14690247178077698},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10909587144851685}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6653833389282227},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5963075757026672},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.5648766160011292},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5415397882461548},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.515975296497345},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5121216773986816},{"id":"https://openalex.org/C3018378255","wikidata":"https://www.wikidata.org/wiki/Q25322","display_name":"The arctic","level":2,"score":0.4582999348640442},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.41686689853668213},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14690247178077698},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10909587144851685},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs15133348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15133348","pdf_url":"https://www.mdpi.com/2072-4292/15/13/3348/pdf?version=1688118130","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:iris.uniroma1.it:11573/1726815","is_oa":true,"landing_page_url":"https://hdl.handle.net/11573/1726815","pdf_url":"https://iris.uniroma1.it/bitstream/11573/1726815/1/Fazzini_Forecasting_2023.pdf","source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:cf52967cab9546b394a598ca73730267","is_oa":true,"landing_page_url":"https://doaj.org/article/cf52967cab9546b394a598ca73730267","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 13, p 3348 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/13/3348/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15133348","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; Volume 15; Issue 13; Pages: 3348","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15133348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15133348","pdf_url":"https://www.mdpi.com/2072-4292/15/13/3348/pdf?version=1688118130","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":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.7900000214576721}],"awards":[{"id":"https://openalex.org/G158797579","display_name":null,"funder_award_id":"101003472","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2524184576","display_name":null,"funder_award_id":"10100347","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3467436142","display_name":null,"funder_award_id":"Horizon 2020 research and innovation programme gra","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4956428346","display_name":null,"funder_award_id":"Horizon 2020 research and innovatio","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5036817778","display_name":null,"funder_award_id":"European Union's Horizon 2020 research and innov","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7842005466","display_name":null,"funder_award_id":"Horizon 2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8633428685","display_name":null,"funder_award_id":"European Union's Horizon 2020 research and innovat","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4382981390.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1968988752","https://openalex.org/W2008640723","https://openalex.org/W2017355009","https://openalex.org/W2027319527","https://openalex.org/W2055503271","https://openalex.org/W2079794514","https://openalex.org/W2084003102","https://openalex.org/W2122129901","https://openalex.org/W2126823552","https://openalex.org/W2146848957","https://openalex.org/W2157539394","https://openalex.org/W2329148479","https://openalex.org/W2493918211","https://openalex.org/W2530443992","https://openalex.org/W2570322979","https://openalex.org/W2760506659","https://openalex.org/W2766510518","https://openalex.org/W2805541293","https://openalex.org/W2891369153","https://openalex.org/W2899186517","https://openalex.org/W2905610885","https://openalex.org/W2924016398","https://openalex.org/W2943149448","https://openalex.org/W2947459851","https://openalex.org/W2955332915","https://openalex.org/W2974251327","https://openalex.org/W3082178766","https://openalex.org/W3108625100","https://openalex.org/W3140897233","https://openalex.org/W3152893301","https://openalex.org/W3210318477","https://openalex.org/W3214007446","https://openalex.org/W4200457728","https://openalex.org/W4292693502","https://openalex.org/W4307816161","https://openalex.org/W4308448213","https://openalex.org/W4323047706","https://openalex.org/W4376135584","https://openalex.org/W4377695131"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W3158157485","https://openalex.org/W4322009192","https://openalex.org/W4320483926","https://openalex.org/W2523437662","https://openalex.org/W89844371","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W2559793074","https://openalex.org/W2789124470"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3,69,142],"present":[4],"a":[5,14],"statistical":[6],"forecasting":[7],"framework":[8,40,121],"and":[9,36,45,101],"assess":[10],"its":[11],"efficacy":[12],"using":[13],"range":[15],"of":[16,73,107,110,128,146,152],"established":[17],"machine":[18],"learning":[19],"algorithms":[20],"for":[21,63],"predicting":[22],"Particulate":[23],"Matter":[24],"(PM)":[25],"concentrations":[26],"in":[27,31,126],"the":[28,53,64,71,108,119,123,144,149,153],"Arctic,":[29],"specifically":[30],"Pallas":[32],"(FI),":[33],"Reykjavik":[34],"(IS),":[35],"Tromso":[37],"(NO).":[38],"Our":[39],"leverages":[41],"historical":[42],"ground":[43],"measurements":[44],"24":[46,66],"h":[47],"predictions":[48,62],"from":[49,137],"nine":[50],"models":[51,125],"by":[52],"Copernicus":[54],"Atmosphere":[55],"Monitoring":[56],"Service":[57],"(CAMS)":[58],"to":[59,139],"provide":[60],"PM10":[61],"following":[65],"h.":[67],"Furthermore,":[68,141],"compare":[70],"performance":[72,151],"various":[74],"memory":[75,94,111],"cells":[76],"based":[77],"on":[78,148],"artificial":[79],"neural":[80,85],"networks":[81,86,95,99],"(ANN),":[82],"including":[83],"recurrent":[84,89],"(RNNs),":[87],"gated":[88],"units":[90],"(GRUs),":[91],"long":[92],"short-term":[93],"(LSTMs),":[96],"echo":[97],"state":[98],"(ESNs),":[100],"windowed":[102],"multilayer":[103],"perceptrons":[104],"(MLPs).":[105],"Regardless":[106],"type":[109],"cell":[112],"chosen,":[113],"our":[114],"results":[115],"consistently":[116],"show":[117],"that":[118],"proposed":[120],"outperforms":[122],"CAMS":[124],"terms":[127],"mean":[129],"squared":[130],"error":[131],"(MSE),":[132],"with":[133],"average":[134],"improvements":[135],"ranging":[136],"25%":[138],"40%.":[140],"examine":[143],"impact":[145],"outliers":[147],"overall":[150],"model.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2023-07-04T00:00:00"}
