{"id":"https://openalex.org/W4411213939","doi":"https://doi.org/10.1007/s10462-025-11277-9","title":"Advancements in air quality monitoring: a systematic review of IoT-based air quality monitoring and AI technologies","display_name":"Advancements in air quality monitoring: a systematic review of IoT-based air quality monitoring and AI technologies","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4411213939","doi":"https://doi.org/10.1007/s10462-025-11277-9"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11277-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11277-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11277-9.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11277-9.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000484768","display_name":"Antony Garc\u00eda","orcid":"https://orcid.org/0000-0002-5795-2104"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]},{"id":"https://openalex.org/I86831216","display_name":"Universidad Tecnol\u00f3gica de Panam\u00e1","ror":"https://ror.org/030ve2c48","country_code":"PA","type":"education","lineage":["https://openalex.org/I86831216"]}],"countries":["PA","US"],"is_corresponding":false,"raw_author_name":"Antony Garcia","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, 01609, USA","Facultad de Ingenier\u00eda El\u00e9ctrica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama"],"raw_orcid":"https://orcid.org/0000-0002-5795-2104","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, 01609, USA","institution_ids":["https://openalex.org/I107077323"]},{"raw_affiliation_string":"Facultad de Ingenier\u00eda El\u00e9ctrica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama","institution_ids":["https://openalex.org/I86831216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071383999","display_name":"Yessica S\u00e1ez","orcid":"https://orcid.org/0000-0003-0823-2490"},"institutions":[{"id":"https://openalex.org/I4210148852","display_name":"Instituto de Investigaciones Cient\u00edficas y Servicios de Alta Tecnolog\u00eda","ror":"https://ror.org/04ngphv84","country_code":"PA","type":"facility","lineage":["https://openalex.org/I4210148852"]},{"id":"https://openalex.org/I86831216","display_name":"Universidad Tecnol\u00f3gica de Panam\u00e1","ror":"https://ror.org/030ve2c48","country_code":"PA","type":"education","lineage":["https://openalex.org/I86831216"]}],"countries":["PA"],"is_corresponding":true,"raw_author_name":"Yessica Saez","raw_affiliation_strings":["Centro de Estudios Multidisciplinarios en Ciencias, Ingenier\u00eda y Tecnolog\u00eda AIP (CEMCIT AIP), Panam\u00e1, 0819-0728, Panama","Facultad de Ingenier\u00eda El\u00e9ctrica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama"],"raw_orcid":"https://orcid.org/0000-0003-0823-2490","affiliations":[{"raw_affiliation_string":"Centro de Estudios Multidisciplinarios en Ciencias, Ingenier\u00eda y Tecnolog\u00eda AIP (CEMCIT AIP), Panam\u00e1, 0819-0728, Panama","institution_ids":["https://openalex.org/I4210148852"]},{"raw_affiliation_string":"Facultad de Ingenier\u00eda El\u00e9ctrica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama","institution_ids":["https://openalex.org/I86831216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048456537","display_name":"Itamar Harris","orcid":"https://orcid.org/0000-0002-2806-2727"},"institutions":[{"id":"https://openalex.org/I86831216","display_name":"Universidad Tecnol\u00f3gica de Panam\u00e1","ror":"https://ror.org/030ve2c48","country_code":"PA","type":"education","lineage":["https://openalex.org/I86831216"]}],"countries":["PA"],"is_corresponding":false,"raw_author_name":"Itamar Harris","raw_affiliation_strings":["Facultad de Ingenier\u00eda Mec\u00e1nica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama"],"raw_orcid":"https://orcid.org/0000-0002-2806-2727","affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda Mec\u00e1nica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama","institution_ids":["https://openalex.org/I86831216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042654091","display_name":"Xinming Huang","orcid":"https://orcid.org/0000-0003-0584-3448"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xinming Huang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, 01609, USA"],"raw_orcid":"https://orcid.org/0000-0003-0584-3448","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Worcester Polytechnic Institute, Worcester, MA, 01609, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025251062","display_name":"Edwin Collado","orcid":"https://orcid.org/0000-0002-0614-6428"},"institutions":[{"id":"https://openalex.org/I4210148852","display_name":"Instituto de Investigaciones Cient\u00edficas y Servicios de Alta Tecnolog\u00eda","ror":"https://ror.org/04ngphv84","country_code":"PA","type":"facility","lineage":["https://openalex.org/I4210148852"]},{"id":"https://openalex.org/I86831216","display_name":"Universidad Tecnol\u00f3gica de Panam\u00e1","ror":"https://ror.org/030ve2c48","country_code":"PA","type":"education","lineage":["https://openalex.org/I86831216"]}],"countries":["PA"],"is_corresponding":true,"raw_author_name":"Edwin Collado","raw_affiliation_strings":["Centro de Estudios Multidisciplinarios en Ciencias, Ingenier\u00eda y Tecnolog\u00eda AIP (CEMCIT AIP), Panam\u00e1, 0819-0728, Panama","Facultad de Ingenier\u00eda El\u00e9ctrica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama"],"raw_orcid":"https://orcid.org/0000-0002-0614-6428","affiliations":[{"raw_affiliation_string":"Centro de Estudios Multidisciplinarios en Ciencias, Ingenier\u00eda y Tecnolog\u00eda AIP (CEMCIT AIP), Panam\u00e1, 0819-0728, Panama","institution_ids":["https://openalex.org/I4210148852"]},{"raw_affiliation_string":"Facultad de Ingenier\u00eda El\u00e9ctrica, Universidad Tecnol\u00f3gica de Panam\u00e1, Avenida Universidad Tecnol\u00f3gica de Panam\u00e1, Panam\u00e1, 0819-0728, Panama","institution_ids":["https://openalex.org/I86831216"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5025251062","https://openalex.org/A5071383999"],"corresponding_institution_ids":["https://openalex.org/I4210148852","https://openalex.org/I86831216"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":6.8887,"has_fulltext":true,"cited_by_count":43,"citation_normalized_percentile":{"value":0.99601594,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"58","issue":"9","first_page":null,"last_page":null},"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/T10190","display_name":"Air Quality and Health Impacts","score":0.991599977016449,"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/T12916","display_name":"COVID-19 impact on air quality","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6570239067077637},{"id":"https://openalex.org/keywords/air-quality-index","display_name":"Air quality index","score":0.6208667755126953},{"id":"https://openalex.org/keywords/air-monitoring","display_name":"Air monitoring","score":0.570188045501709},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5310725569725037},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.42153695225715637},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3419380187988281},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.25285688042640686},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.153225839138031},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09536886215209961},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.07538127899169922}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6570239067077637},{"id":"https://openalex.org/C126314574","wikidata":"https://www.wikidata.org/wiki/Q2364111","display_name":"Air quality index","level":2,"score":0.6208667755126953},{"id":"https://openalex.org/C3019654008","wikidata":"https://www.wikidata.org/wiki/Q4826440","display_name":"Air monitoring","level":2,"score":0.570188045501709},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5310725569725037},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.42153695225715637},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3419380187988281},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.25285688042640686},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.153225839138031},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09536886215209961},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.07538127899169922},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11277-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11277-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11277-9.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-025-11277-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11277-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11277-9.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320316461","display_name":"Universidad Tecnol\u00f3gica de Panam\u00e1","ror":"https://ror.org/030ve2c48"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411213939.pdf","grobid_xml":"https://content.openalex.org/works/W4411213939.grobid-xml"},"referenced_works_count":132,"referenced_works":["https://openalex.org/W646356122","https://openalex.org/W1964065566","https://openalex.org/W1964940342","https://openalex.org/W1965606617","https://openalex.org/W1969941347","https://openalex.org/W1979004143","https://openalex.org/W1987552279","https://openalex.org/W1990041537","https://openalex.org/W1990541338","https://openalex.org/W1993220086","https://openalex.org/W1998504821","https://openalex.org/W2005830998","https://openalex.org/W2025768430","https://openalex.org/W2047627251","https://openalex.org/W2062848325","https://openalex.org/W2064675550","https://openalex.org/W2088252378","https://openalex.org/W2107700650","https://openalex.org/W2122893710","https://openalex.org/W2136302782","https://openalex.org/W2147800946","https://openalex.org/W2157066445","https://openalex.org/W2158522341","https://openalex.org/W2161614126","https://openalex.org/W2166733162","https://openalex.org/W2221026526","https://openalex.org/W2221631424","https://openalex.org/W2238723005","https://openalex.org/W2344474109","https://openalex.org/W2419080831","https://openalex.org/W2465461484","https://openalex.org/W2523105812","https://openalex.org/W2530443992","https://openalex.org/W2549678260","https://openalex.org/W2566667959","https://openalex.org/W2567495004","https://openalex.org/W2584748457","https://openalex.org/W2601436645","https://openalex.org/W2612690371","https://openalex.org/W2730157627","https://openalex.org/W2740924709","https://openalex.org/W2741056528","https://openalex.org/W2743138268","https://openalex.org/W2773526096","https://openalex.org/W2775938423","https://openalex.org/W2781940057","https://openalex.org/W2783197284","https://openalex.org/W2784031884","https://openalex.org/W2789696404","https://openalex.org/W2797612288","https://openalex.org/W2799757508","https://openalex.org/W2803892188","https://openalex.org/W2880156893","https://openalex.org/W2883222613","https://openalex.org/W2890532160","https://openalex.org/W2893265154","https://openalex.org/W2899440314","https://openalex.org/W2909545524","https://openalex.org/W2911964244","https://openalex.org/W2913077642","https://openalex.org/W2915267103","https://openalex.org/W2916754503","https://openalex.org/W2919115771","https://openalex.org/W2922446486","https://openalex.org/W2963069170","https://openalex.org/W2966843797","https://openalex.org/W2973845266","https://openalex.org/W2978666148","https://openalex.org/W2982277720","https://openalex.org/W2984594917","https://openalex.org/W2985346138","https://openalex.org/W2986875369","https://openalex.org/W2990955039","https://openalex.org/W2991626282","https://openalex.org/W2991791463","https://openalex.org/W2992919264","https://openalex.org/W3012957873","https://openalex.org/W3031436417","https://openalex.org/W3044249689","https://openalex.org/W3095861697","https://openalex.org/W3104912275","https://openalex.org/W3111374199","https://openalex.org/W3118615836","https://openalex.org/W3121167043","https://openalex.org/W3126075911","https://openalex.org/W3160123728","https://openalex.org/W3167653312","https://openalex.org/W3174820047","https://openalex.org/W3181721792","https://openalex.org/W3198364721","https://openalex.org/W3199212381","https://openalex.org/W3202266996","https://openalex.org/W3202905974","https://openalex.org/W3210567523","https://openalex.org/W3215437053","https://openalex.org/W3216299549","https://openalex.org/W4200579234","https://openalex.org/W4213274432","https://openalex.org/W4224257820","https://openalex.org/W4224281447","https://openalex.org/W4224313659","https://openalex.org/W4225405154","https://openalex.org/W4226162624","https://openalex.org/W4229000832","https://openalex.org/W4229046743","https://openalex.org/W4281737907","https://openalex.org/W4282579992","https://openalex.org/W4283725406","https://openalex.org/W4283748384","https://openalex.org/W4283774947","https://openalex.org/W4285247587","https://openalex.org/W4285307168","https://openalex.org/W4285801284","https://openalex.org/W4290963945","https://openalex.org/W4312181534","https://openalex.org/W4312463487","https://openalex.org/W4313289621","https://openalex.org/W4313644197","https://openalex.org/W4313646803","https://openalex.org/W4327565192","https://openalex.org/W4362499246","https://openalex.org/W4362603029","https://openalex.org/W4377041688","https://openalex.org/W4379207732","https://openalex.org/W4382318973","https://openalex.org/W4384936350","https://openalex.org/W4386814473","https://openalex.org/W4386879324","https://openalex.org/W4389132282","https://openalex.org/W4399212253","https://openalex.org/W4400723181","https://openalex.org/W4408248185"],"related_works":["https://openalex.org/W2388444308","https://openalex.org/W2905697385","https://openalex.org/W4389844089","https://openalex.org/W3037224270","https://openalex.org/W2997003153","https://openalex.org/W2360800321","https://openalex.org/W2042093167","https://openalex.org/W1975150412","https://openalex.org/W3047696950","https://openalex.org/W4309228086"],"abstract_inverted_index":{"Air":[0],"quality":[1,31,105,126,141,179,230],"monitoring":[2,32,106,231],"is":[3,114],"a":[4,18,64,72,80,118],"critical":[5],"component":[6],"of":[7,38,74,91,111,117,158,224],"environmental":[8],"management,":[9],"especially":[10],"in":[11,27,88,103,124,161,175,187,200,213],"developing":[12],"countries":[13],"where":[14],"pollution":[15,240],"levels":[16],"are":[17],"growing":[19],"concern.":[20],"This":[21],"review":[22,113,149],"systematically":[23],"analyzes":[24],"recent":[25],"advances":[26,87],"Internet-of-Things":[28],"(IoT)-based":[29],"air":[30,104,125,140,178,229,239],"systems":[33],"and":[34,61,100,145,164,197,211,218,227,233],"highlights":[35],"the":[36,89,115,155,182,188,222],"impact":[37],"artificial":[39,92],"intelligence":[40,93],"(AI)":[41],"technologies.":[42],"A":[43,108],"comprehensive":[44],"selection":[45,65],"process":[46,66],"was":[47],"used":[48],"to":[49,94,192,208,237],"identify":[50],"220":[51],"relevant":[52],"studies":[53,76,84,170],"using":[54],"databases":[55],"such":[56],"as":[57],"Google":[58],"Scholar,":[59],"Scopus,":[60],"ResearchRabbit.":[62],"Following":[63],"based":[67],"on":[68],"specific":[69],"eligibility":[70],"criteria,":[71],"total":[73],"147":[75],"were":[77],"chosen":[78],"for":[79,121],"detailed":[81],"analysis.":[82],"These":[83],"present":[85],"notable":[86],"application":[90,132],"improve":[95],"data":[96,134,193],"accuracy,":[97],"predictive":[98],"capabilities,":[99],"real-time":[101],"analysis":[102],"systems.":[107,203],"key":[109],"contribution":[110],"this":[112],"proposal":[116],"classification":[119],"framework":[120],"AI":[122,216],"techniques":[123,217],"monitoring,":[127],"organized":[128],"into":[129],"five":[130],"main":[131],"areas:":[133],"imputation,":[135],"sensor":[136],"calibration,":[137],"anomaly":[138],"detection,":[139],"index":[142],"(AQI)":[143],"estimation,":[144],"short-term":[146],"forecasting.":[147],"The":[148,204],"takes":[150],"an":[151],"in-depth":[152],"look":[153],"at":[154],"different":[156],"uses":[157],"these":[159],"technologies":[160],"both":[162],"urban":[163],"industrial":[165],"settings,":[166],"presenting":[167],"successful":[168],"case":[169],"that":[171],"showcase":[172],"their":[173],"effectiveness":[174],"addressing":[176],"pressing":[177],"issues.":[180],"Additionally,":[181],"paper":[183],"identifies":[184],"research":[185],"gaps":[186],"literature,":[189],"particularly":[190],"related":[191],"quality,":[194],"system":[195,219],"scalability,":[196],"integration":[198],"challenges":[199],"AI-driven":[201],"IoT":[202],"insights":[205],"provided":[206],"aim":[207],"guide":[209],"researchers":[210],"practitioners":[212],"selecting":[214],"appropriate":[215],"architectures,":[220],"inform":[221],"design":[223],"more":[225],"reliable":[226],"scalable":[228],"frameworks,":[232],"support":[234],"future":[235],"efforts":[236],"mitigate":[238],"through":[241],"data-driven":[242],"decision-making.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":25},{"year":2025,"cited_by_count":18}],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2025-10-10T00:00:00"}