{"id":"https://openalex.org/W3085200997","doi":"https://doi.org/10.3233/ais-200574","title":"Indoor air quality prediction systems for smart environments: A\u00a0systematic review","display_name":"Indoor air quality prediction systems for smart environments: A\u00a0systematic review","publication_year":2020,"publication_date":"2020-09-15","ids":{"openalex":"https://openalex.org/W3085200997","doi":"https://doi.org/10.3233/ais-200574","mag":"3085200997"},"language":"en","primary_location":{"id":"doi:10.3233/ais-200574","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ais-200574","pdf_url":null,"source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-article"},"type":"review","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/A5022279555","display_name":"Jagriti Saini","orcid":"https://orcid.org/0000-0001-6903-3722"},"institutions":[{"id":"https://openalex.org/I4210094264","display_name":"National Institute of Technical Teachers\u2019 Training and Research","ror":"https://ror.org/00k8f0f41","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210094264"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jagriti Saini","raw_affiliation_strings":["National Institute of Technical Teacher\u2019s Training and Research, Chandigarh (160019), India. E-mail:\u00a0jagritis1327@gmail.com"],"raw_orcid":"https://orcid.org/0000-0001-6903-3722","affiliations":[{"raw_affiliation_string":"National Institute of Technical Teacher\u2019s Training and Research, Chandigarh (160019), India. E-mail:\u00a0jagritis1327@gmail.com","institution_ids":["https://openalex.org/I4210094264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083745534","display_name":"Maitreyee Dutta","orcid":"https://orcid.org/0000-0002-2608-6821"},"institutions":[{"id":"https://openalex.org/I4210094264","display_name":"National Institute of Technical Teachers\u2019 Training and Research","ror":"https://ror.org/00k8f0f41","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210094264"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Maitreyee Dutta","raw_affiliation_strings":["National Institute of Technical Teacher\u2019s Training and Research, Chandigarh (160019), India. E-mail:\u00a0d_maitreyee@yahoo.co.in"],"raw_orcid":"https://orcid.org/0000-0002-2608-6821","affiliations":[{"raw_affiliation_string":"National Institute of Technical Teacher\u2019s Training and Research, Chandigarh (160019), India. E-mail:\u00a0d_maitreyee@yahoo.co.in","institution_ids":["https://openalex.org/I4210094264"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070439928","display_name":"Gon\u00e7alo Marques","orcid":"https://orcid.org/0000-0001-5834-6571"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]},{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Gon\u00e7alo Marques","raw_affiliation_strings":["Instituto de Telecomunica\u00e7\u00f5es, Universidade da Beira Interior, 6200-001 Covilh\u00e3, Portugal. E-mail:\u00a0goncalosantosmarques@gmail.com"],"raw_orcid":"https://orcid.org/0000-0001-5834-6571","affiliations":[{"raw_affiliation_string":"Instituto de Telecomunica\u00e7\u00f5es, Universidade da Beira Interior, 6200-001 Covilh\u00e3, Portugal. E-mail:\u00a0goncalosantosmarques@gmail.com","institution_ids":["https://openalex.org/I161321875","https://openalex.org/I4210120471"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.2166,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.91689076,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"12","issue":"5","first_page":"433","last_page":"453"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9955999851226807,"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":0.9824000000953674,"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/indoor-air-quality","display_name":"Indoor air quality","score":0.7542816996574402},{"id":"https://openalex.org/keywords/air-quality-index","display_name":"Air quality index","score":0.6974902153015137},{"id":"https://openalex.org/keywords/air-pollution","display_name":"Air pollution","score":0.545810341835022},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5330281257629395},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.4849667549133301},{"id":"https://openalex.org/keywords/particulates","display_name":"Particulates","score":0.48097312450408936},{"id":"https://openalex.org/keywords/pollutant","display_name":"Pollutant","score":0.4271922707557678},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40722981095314026},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.3948762118816376},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.374871164560318},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.3469184637069702},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.324283242225647},{"id":"https://openalex.org/keywords/environmental-engineering","display_name":"Environmental engineering","score":0.24918168783187866},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.17224907875061035},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09120526909828186}],"concepts":[{"id":"https://openalex.org/C65469","wikidata":"https://www.wikidata.org/wiki/Q905504","display_name":"Indoor air quality","level":2,"score":0.7542816996574402},{"id":"https://openalex.org/C126314574","wikidata":"https://www.wikidata.org/wiki/Q2364111","display_name":"Air quality index","level":2,"score":0.6974902153015137},{"id":"https://openalex.org/C559116025","wikidata":"https://www.wikidata.org/wiki/Q131123","display_name":"Air pollution","level":2,"score":0.545810341835022},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5330281257629395},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.4849667549133301},{"id":"https://openalex.org/C24245907","wikidata":"https://www.wikidata.org/wiki/Q498957","display_name":"Particulates","level":2,"score":0.48097312450408936},{"id":"https://openalex.org/C82685317","wikidata":"https://www.wikidata.org/wiki/Q19829510","display_name":"Pollutant","level":2,"score":0.4271922707557678},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40722981095314026},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.3948762118816376},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.374871164560318},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.3469184637069702},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.324283242225647},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.24918168783187866},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.17224907875061035},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09120526909828186},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/ais-200574","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ais-200574","pdf_url":null,"source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":131,"referenced_works":["https://openalex.org/W163942128","https://openalex.org/W1499254883","https://openalex.org/W1511143730","https://openalex.org/W1518642449","https://openalex.org/W1549354403","https://openalex.org/W1612587843","https://openalex.org/W1878080468","https://openalex.org/W1932497573","https://openalex.org/W1955461630","https://openalex.org/W1978205529","https://openalex.org/W1979930386","https://openalex.org/W1990996467","https://openalex.org/W1998504821","https://openalex.org/W1999123294","https://openalex.org/W2012956934","https://openalex.org/W2022159978","https://openalex.org/W2023971965","https://openalex.org/W2026682405","https://openalex.org/W2031725149","https://openalex.org/W2032001621","https://openalex.org/W2046278411","https://openalex.org/W2074022230","https://openalex.org/W2075855441","https://openalex.org/W2079204536","https://openalex.org/W2080312526","https://openalex.org/W2109318516","https://openalex.org/W2117510083","https://openalex.org/W2118061583","https://openalex.org/W2122693242","https://openalex.org/W2133164940","https://openalex.org/W2133189966","https://openalex.org/W2134111796","https://openalex.org/W2138649409","https://openalex.org/W2139902758","https://openalex.org/W2142082760","https://openalex.org/W2146034092","https://openalex.org/W2146239766","https://openalex.org/W2164963128","https://openalex.org/W2165641899","https://openalex.org/W2182129223","https://openalex.org/W2188238554","https://openalex.org/W2197270351","https://openalex.org/W2215012332","https://openalex.org/W2274322021","https://openalex.org/W2285208383","https://openalex.org/W2286488568","https://openalex.org/W2343555299","https://openalex.org/W2344471336","https://openalex.org/W2399633251","https://openalex.org/W2462830189","https://openalex.org/W2490067093","https://openalex.org/W2509762016","https://openalex.org/W2512300049","https://openalex.org/W2515832977","https://openalex.org/W2522701101","https://openalex.org/W2530656418","https://openalex.org/W2540352327","https://openalex.org/W2560189385","https://openalex.org/W2560795218","https://openalex.org/W2561628127","https://openalex.org/W2566291880","https://openalex.org/W2569143395","https://openalex.org/W2599013404","https://openalex.org/W2605879573","https://openalex.org/W2607271341","https://openalex.org/W2633051523","https://openalex.org/W2738057177","https://openalex.org/W2739710768","https://openalex.org/W2747819950","https://openalex.org/W2766788876","https://openalex.org/W2769288776","https://openalex.org/W2770071558","https://openalex.org/W2775288607","https://openalex.org/W2778213743","https://openalex.org/W2778269521","https://openalex.org/W2783212403","https://openalex.org/W2784029241","https://openalex.org/W2788512558","https://openalex.org/W2789696404","https://openalex.org/W2790215293","https://openalex.org/W2792058066","https://openalex.org/W2794773414","https://openalex.org/W2795171593","https://openalex.org/W2799476458","https://openalex.org/W2800788007","https://openalex.org/W2807763066","https://openalex.org/W2809533013","https://openalex.org/W2809836908","https://openalex.org/W2832354770","https://openalex.org/W2888442492","https://openalex.org/W2901112614","https://openalex.org/W2901338302","https://openalex.org/W2901422728","https://openalex.org/W2902958986","https://openalex.org/W2907555588","https://openalex.org/W2908276144","https://openalex.org/W2908732816","https://openalex.org/W2909414505","https://openalex.org/W2911281541","https://openalex.org/W2912275277","https://openalex.org/W2913629656","https://openalex.org/W2914681121","https://openalex.org/W2917107559","https://openalex.org/W2919155582","https://openalex.org/W2925309618","https://openalex.org/W2941961422","https://openalex.org/W2949358505","https://openalex.org/W2951487696","https://openalex.org/W2953831319","https://openalex.org/W2954462201","https://openalex.org/W2957321587","https://openalex.org/W2970811325","https://openalex.org/W2979476646","https://openalex.org/W2988035443","https://openalex.org/W2989909930","https://openalex.org/W2993908003","https://openalex.org/W2999025912","https://openalex.org/W2999083812","https://openalex.org/W3006617421","https://openalex.org/W3010135737","https://openalex.org/W3010448531","https://openalex.org/W3014687155","https://openalex.org/W3024833038","https://openalex.org/W3032357626","https://openalex.org/W3040842642","https://openalex.org/W4246438698","https://openalex.org/W4255756795","https://openalex.org/W4300430800","https://openalex.org/W6600125713","https://openalex.org/W6636611107","https://openalex.org/W6718541005"],"related_works":["https://openalex.org/W2381763096","https://openalex.org/W2004318300","https://openalex.org/W2724296715","https://openalex.org/W2565454344","https://openalex.org/W1996060317","https://openalex.org/W4320723326","https://openalex.org/W2354679988","https://openalex.org/W1971604720","https://openalex.org/W2180424560","https://openalex.org/W1980969051"],"abstract_inverted_index":{"Air":[0],"quality":[1,24,89],"is":[2,91,258],"a":[3,34,260],"critical":[4,35],"matter":[5,54],"of":[6,10,21,109,149,154,168,191,211,222,231,234,248],"concern":[7],"in":[8,28,37,49,59,81,92,113,207],"terms":[9],"the":[11,19,50,65,93,107,114,145,152,169,177,192,212,223,229,232,246],"impact":[12,36,233],"on":[13,238],"public":[14,161],"health":[15,100],"and":[16,101,147,160,176,186,201,209,242,250],"well-being.":[17,102],"Although":[18],"consequences":[20],"poor":[22],"air":[23,44,71,85,88],"are":[25,181,204],"more":[26],"severe":[27],"developing":[29],"countries,":[30],"they":[31],"also":[32,205,218,259],"have":[33],"developed":[38],"countries.":[39],"Healthcare":[40],"costs":[41],"due":[42],"to":[43,64,77,83,98,117,127,156],"pollution":[45],"reach":[46],"$150":[47],"billion":[48],"USA,":[51],"whereas":[52],"particulate":[53],"causes":[55],"412,000":[56],"premature":[57],"deaths":[58],"Europe,":[60],"every":[61],"year.":[62],"According":[63],"Environmental":[66],"Protection":[67],"Agency":[68],"(EPA),":[69],"indoor":[70],"pollutant":[72],"levels":[73],"can":[74,134],"be":[75],"up":[76],"100":[78],"times":[79],"higher":[80],"comparison":[82],"outdoor":[84],"quality.":[86],"Indoor":[87],"(IAQ)":[90],"top":[94],"five":[95],"environmental":[96],"risks":[97],"global":[99],"The":[103,122,163],"research":[104,225],"community":[105],"explored":[106],"scope":[108],"artificial":[110],"intelligence":[111],"(AI)":[112],"past":[115],"years":[116],"deal":[118],"with":[119,228],"this":[120],"problem.":[121],"IAQ":[123,155,198],"prediction":[124,153],"systems":[125],"contribute":[126],"smart":[128],"environments":[129],"where":[130],"advanced":[131],"sensing":[132],"technologies":[133],"create":[135],"healthy":[136],"living":[137,243],"conditions":[138,241],"for":[139,151,197,254],"building":[140,158],"occupants.":[141],"This":[142,216],"paper":[143],"reviews":[144],"applications":[146],"potential":[148],"AI":[150],"enhance":[157],"environment":[159],"health.":[162],"results":[164],"show":[165],"that":[166],"most":[167],"studies":[170,193],"analyzed":[171],"incorporate":[172],"neural":[173],"networks-based":[174],"models":[175],"preferred":[178],"evaluation":[179,230],"metrics":[180],"RMSE,":[182],"R":[183],"2":[184],"score":[185],"error":[187],"rate.":[188],"Furthermore,":[189],"66.6%":[190],"include":[194],"CO2":[195],"sensors":[196],"assessment.":[199],"Temperature":[200],"humidity":[202],"parameters":[203],"included":[206],"90.47%":[208],"85.71%":[210],"proposed":[213],"methods,":[214],"respectively.":[215],"study":[217],"presents":[219],"some":[220],"limitations":[221],"current":[224],"activities":[226],"associated":[227],"different":[235,239],"pollutants":[236],"based":[237],"geographical":[240],"environments.":[244],"Moreover,":[245],"use":[247],"reliable":[249],"calibrated":[251],"sensor":[252],"networks":[253],"real-time":[255],"data":[256],"collection":[257],"significant":[261],"challenge.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
