{"id":"https://openalex.org/W2978727386","doi":"https://doi.org/10.1142/s0218213019600054","title":"BLEMAT: Data Analytics and Machine Learning for Smart Building Occupancy Detection and Prediction","display_name":"BLEMAT: Data Analytics and Machine Learning for Smart Building Occupancy Detection and Prediction","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2978727386","doi":"https://doi.org/10.1142/s0218213019600054","mag":"2978727386"},"language":"en","primary_location":{"id":"doi:10.1142/s0218213019600054","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213019600054","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"},"type":"article","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/A5018656400","display_name":"Sa\u0161a Pe\u0161i\u0107","orcid":"https://orcid.org/0000-0003-4916-6506"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Sa\u0161a Pe\u0161i\u0107","raw_affiliation_strings":["University of Novi Sad, Faculty of Sciences, Trg Dositeja Obradovi\u0107a 4, Novi Sad, 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Novi Sad, Faculty of Sciences, Trg Dositeja Obradovi\u0107a 4, Novi Sad, 21000, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052818643","display_name":"Milenko To\u0161i\u0107","orcid":"https://orcid.org/0000-0001-5419-2421"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Milenko To\u0161i\u0107","raw_affiliation_strings":["VizLore Labs, Bra\u0107e Ribnikar 56, Novi Sad, 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VizLore Labs, Bra\u0107e Ribnikar 56, Novi Sad, 21000, Serbia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071233726","display_name":"Ognjen Ikovi\u0107","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ognjen Ikovi\u0107","raw_affiliation_strings":["VizLore Labs, Bra\u0107e Ribnikar 56, Novi Sad, 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VizLore Labs, Bra\u0107e Ribnikar 56, Novi Sad, 21000, Serbia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025192310","display_name":"Milo\u0161 Radovanovi\u0107","orcid":"https://orcid.org/0000-0003-2225-7803"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Milo\u0161 Radovanovi\u0107","raw_affiliation_strings":["University of Novi Sad, Faculty of Sciences, Trg Dositeja Obradovi\u0107a 4, Novi Sad, 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Novi Sad, Faculty of Sciences, Trg Dositeja Obradovi\u0107a 4, Novi Sad, 21000, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000856508","display_name":"Mirjana Ivanovi\u0107","orcid":"https://orcid.org/0000-0003-1946-0384"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Mirjana Ivanovi\u0107","raw_affiliation_strings":["University of Novi Sad, Faculty of Sciences, Trg Dositeja Obradovi\u0107a 4, Novi Sad, 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Novi Sad, Faculty of Sciences, Trg Dositeja Obradovi\u0107a 4, Novi Sad, 21000, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075881068","display_name":"Dragan Bo\u0161kovi\u0107","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dragan Bo\u0161kovi\u0107","raw_affiliation_strings":["VizLore Labs, Bra\u0107e Ribnikar 56, Novi Sad, 21000, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VizLore Labs, Bra\u0107e Ribnikar 56, Novi Sad, 21000, Serbia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.276,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.87209589,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"28","issue":"06","first_page":"1960005","last_page":"1960005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9957000017166138,"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"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9957000017166138,"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"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9912999868392944,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/occupancy","display_name":"Occupancy","score":0.857807993888855},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8409926295280457},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.7895286083221436},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4527058005332947},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.44088390469551086},{"id":"https://openalex.org/keywords/smart-city","display_name":"Smart city","score":0.42981427907943726},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.42889901995658875},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3684474229812622},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2054113745689392},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12215927243232727}],"concepts":[{"id":"https://openalex.org/C160331591","wikidata":"https://www.wikidata.org/wiki/Q7075743","display_name":"Occupancy","level":2,"score":0.857807993888855},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8409926295280457},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.7895286083221436},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4527058005332947},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.44088390469551086},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.42981427907943726},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.42889901995658875},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3684474229812622},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2054113745689392},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12215927243232727},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218213019600054","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213019600054","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G2283271536","display_name":null,"funder_award_id":"OI174023","funder_id":"https://openalex.org/F4320322729","funder_display_name":"Ministarstvo Prosvete, Nauke i Tehnolo\u0161kog Razvoja"}],"funders":[{"id":"https://openalex.org/F4320322729","display_name":"Ministarstvo Prosvete, Nauke i Tehnolo\u0161kog Razvoja","ror":"https://ror.org/01znas443"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1144579682","https://openalex.org/W1971963271","https://openalex.org/W1973509551","https://openalex.org/W1985160930","https://openalex.org/W2023346859","https://openalex.org/W2055603026","https://openalex.org/W2069143585","https://openalex.org/W2081028405","https://openalex.org/W2116092561","https://openalex.org/W2313356456","https://openalex.org/W2344679087","https://openalex.org/W2460934579","https://openalex.org/W2464948348","https://openalex.org/W2565389564","https://openalex.org/W2578764697","https://openalex.org/W2612149377","https://openalex.org/W2612321687","https://openalex.org/W2617557114","https://openalex.org/W2630379948","https://openalex.org/W2742688473","https://openalex.org/W2756883720","https://openalex.org/W2891262971"],"related_works":["https://openalex.org/W4282043467","https://openalex.org/W2105697914","https://openalex.org/W3093197249","https://openalex.org/W1540010871","https://openalex.org/W3023979140","https://openalex.org/W2544143187","https://openalex.org/W4296079710","https://openalex.org/W4387090696","https://openalex.org/W2592405394","https://openalex.org/W1972440681"],"abstract_inverted_index":{"Running":[0],"costs":[1],"of":[2,56,77,168],"buildings":[3],"represent":[4],"a":[5,13,78,122,169],"significant":[6],"outlay":[7],"for":[8,30,62,133],"all":[9,47],"businesses,":[10],"thus":[11],"finding":[12],"way":[14],"to":[15,37,161],"run":[16],"facilities":[17],"as":[18,20],"efficiently":[19],"possible":[21],"is":[22,54],"vital.":[23],"IoT-enabled":[24],"Building":[25],"Management":[26],"Systems":[27],"provide":[28,187,200],"means":[29],"process":[31],"and":[32,43,74,83,128,141,144,149,174,204],"resource":[33],"usage":[34],"automation":[35],"leading":[36],"overall":[38],"efficiency":[39],"improvements.":[40],"Inferring":[41],"spatial":[42,150],"temporal":[44,148],"occupancy":[45,81,151,163,202],"in":[46,121,165,188],"its":[48],"forms":[49],"(binary,":[50],"numerical":[51],"or":[52],"continuous)":[53],"one":[55],"the":[57,196],"key":[58],"contextual":[59],"inputs":[60],"required":[61,207],"smart":[63,79,139,170,182,209],"building":[64,80,92,140,183,210],"management":[65,211],"systems.":[66,212],"In":[67],"this":[68],"work,":[69],"we":[70],"showcase":[71],"design,":[72],"implementation":[73],"experimental":[75],"validation":[76,193],"detection":[82,203],"forecasting":[84],"solution.":[85],"The":[86],"presented":[87],"solution":[88,198],"comprises":[89],"three":[90],"main":[91],"blocks:":[93],"(1)":[94],"A":[95],"fog":[96],"computing":[97],"indoor":[98,118],"positioning":[99],"system":[100],"(BLEMAT":[101],"\u2014":[102],"Bluetooth":[103],"Low":[104],"Energy":[105],"Microlocation":[106],"Asset":[107],"Tracking)":[108],"which,":[109],"combined":[110],"with":[111],"wireless":[112],"access":[113],"network":[114,176],"monitoring":[115],"processes,":[116],"produces":[117],"location":[119],"information":[120,146],"semi-unsupervised":[123],"manner;":[124],"(2)":[125],"Data":[126,172],"analysis":[127,173],"pattern":[129],"searching":[130],"pipelines":[131],"responsible":[132],"fusing":[134],"data":[135],"coming":[136],"from":[137],"different":[138,166],"networking":[142],"systems":[143],"deriving":[145],"on":[147,180],"patterns;":[152],"(3)":[153],"Long":[154],"short-term":[155],"memory":[156],"(LSTM)":[157],"neural":[158,175],"networks":[159],"trained":[160],"predict":[162],"patterns":[164],"areas":[167],"building.":[171],"training":[177],"are":[178],"conducted":[179],"real-world":[181],"dataset":[184],"which":[185],"authors":[186],"public":[189],"online":[190],"repository.":[191],"Experimental":[192],"confirms":[194],"that":[195],"proposed":[197],"can":[199],"actionable":[201],"prediction":[205],"information,":[206],"by":[208]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
