{"id":"https://openalex.org/W4400648021","doi":"https://doi.org/10.1109/tem.2024.3422821","title":"Statistical and Artificial Intelligence-Based Tools for Building Energy Prediction: A Systematic Literature Review","display_name":"Statistical and Artificial Intelligence-Based Tools for Building Energy Prediction: A Systematic Literature Review","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400648021","doi":"https://doi.org/10.1109/tem.2024.3422821"},"language":"en","primary_location":{"id":"doi:10.1109/tem.2024.3422821","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2024.3422821","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","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/A5080636163","display_name":"Razak Olu-Ajayi","orcid":"https://orcid.org/0000-0003-0326-1719"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Razak Olu-Ajayi","raw_affiliation_strings":["Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K"],"raw_orcid":"https://orcid.org/0000-0003-0326-1719","affiliations":[{"raw_affiliation_string":"Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072085766","display_name":"Hafiz Alaka","orcid":"https://orcid.org/0000-0003-3863-1046"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hafiz Alaka","raw_affiliation_strings":["Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K"],"raw_orcid":"https://orcid.org/0000-0003-3863-1046","affiliations":[{"raw_affiliation_string":"Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082081833","display_name":"Funlade Sunmola","orcid":"https://orcid.org/0000-0002-7415-8033"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Funlade Sunmola","raw_affiliation_strings":["Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K"],"raw_orcid":"https://orcid.org/0000-0002-7415-8033","affiliations":[{"raw_affiliation_string":"Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K","institution_ids":["https://openalex.org/I141584323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008789061","display_name":"Saheed Ajayi","orcid":null},"institutions":[{"id":"https://openalex.org/I84027002","display_name":"Leeds Beckett University","ror":"https://ror.org/02xsh5r57","country_code":"GB","type":"education","lineage":["https://openalex.org/I84027002"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saheed Ajayi","raw_affiliation_strings":["School of Built Environment, Engineering and Computing, Leeds Beckett University, Leeds, U.K"],"raw_orcid":"https://orcid.org/0000-0001-6630-0717","affiliations":[{"raw_affiliation_string":"School of Built Environment, Engineering and Computing, Leeds Beckett University, Leeds, U.K","institution_ids":["https://openalex.org/I84027002"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016006232","display_name":"Iosif Mporas","orcid":"https://orcid.org/0000-0001-6984-0268"},"institutions":[{"id":"https://openalex.org/I141584323","display_name":"University of Hertfordshire","ror":"https://ror.org/0267vjk41","country_code":"GB","type":"education","lineage":["https://openalex.org/I141584323"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Iosif Mporas","raw_affiliation_strings":["Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K"],"raw_orcid":"https://orcid.org/0000-0001-6984-0268","affiliations":[{"raw_affiliation_string":"Big Data Technologies and Innovation Laboratory and School of Engineering and Technology, University of Hertfordshire, Hatfield, U.K","institution_ids":["https://openalex.org/I141584323"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080636163"],"corresponding_institution_ids":["https://openalex.org/I141584323"],"apc_list":null,"apc_paid":null,"fwci":3.8058,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.93286713,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"71","issue":null,"first_page":"14733","last_page":"14753"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.6784999966621399,"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":0.6784999966621399,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.5526179671287537},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5012726783752441},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36620408296585083},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3605794310569763}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5526179671287537},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5012726783752441},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36620408296585083},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3605794310569763}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tem.2024.3422821","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2024.3422821","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":193,"referenced_works":["https://openalex.org/W150292108","https://openalex.org/W1548556951","https://openalex.org/W1720804347","https://openalex.org/W1963640815","https://openalex.org/W1965345917","https://openalex.org/W1989486077","https://openalex.org/W1991277158","https://openalex.org/W2000190106","https://openalex.org/W2000548672","https://openalex.org/W2035982120","https://openalex.org/W2047143310","https://openalex.org/W2051607409","https://openalex.org/W2066752129","https://openalex.org/W2091693228","https://openalex.org/W2100078041","https://openalex.org/W2120109270","https://openalex.org/W2129619011","https://openalex.org/W2137759357","https://openalex.org/W2141610051","https://openalex.org/W2142827986","https://openalex.org/W2161405894","https://openalex.org/W2161549499","https://openalex.org/W2169548144","https://openalex.org/W2264139484","https://openalex.org/W2275092079","https://openalex.org/W2295598076","https://openalex.org/W2477019488","https://openalex.org/W2549906944","https://openalex.org/W2560054126","https://openalex.org/W2560599441","https://openalex.org/W2563462907","https://openalex.org/W2567511014","https://openalex.org/W2582559491","https://openalex.org/W2586259521","https://openalex.org/W2588763092","https://openalex.org/W2592453717","https://openalex.org/W2595984151","https://openalex.org/W2605391457","https://openalex.org/W2605614336","https://openalex.org/W2612149377","https://openalex.org/W2744106784","https://openalex.org/W2749387896","https://openalex.org/W2754029504","https://openalex.org/W2754252319","https://openalex.org/W2760434545","https://openalex.org/W2761875693","https://openalex.org/W2763500568","https://openalex.org/W2766659517","https://openalex.org/W2792344217","https://openalex.org/W2796265311","https://openalex.org/W2797373921","https://openalex.org/W2802491896","https://openalex.org/W2802817306","https://openalex.org/W2804385782","https://openalex.org/W2805797750","https://openalex.org/W2885570506","https://openalex.org/W2886122736","https://openalex.org/W2890188851","https://openalex.org/W2894665398","https://openalex.org/W2899195838","https://openalex.org/W2902285311","https://openalex.org/W2902899002","https://openalex.org/W2903969466","https://openalex.org/W2906033034","https://openalex.org/W2909877301","https://openalex.org/W2911311605","https://openalex.org/W2915733332","https://openalex.org/W2920901284","https://openalex.org/W2921516590","https://openalex.org/W2930922598","https://openalex.org/W2936343203","https://openalex.org/W2938884193","https://openalex.org/W2940410650","https://openalex.org/W2941919938","https://openalex.org/W2945137668","https://openalex.org/W2946164716","https://openalex.org/W2947345662","https://openalex.org/W2950087732","https://openalex.org/W2953627834","https://openalex.org/W2955229286","https://openalex.org/W2963443711","https://openalex.org/W2965469985","https://openalex.org/W2966111888","https://openalex.org/W2968315319","https://openalex.org/W2969326186","https://openalex.org/W2969508661","https://openalex.org/W2969942996","https://openalex.org/W2971706201","https://openalex.org/W2980057552","https://openalex.org/W2981639151","https://openalex.org/W2983468144","https://openalex.org/W2986303867","https://openalex.org/W2990730082","https://openalex.org/W2997327172","https://openalex.org/W2997861936","https://openalex.org/W2999075180","https://openalex.org/W2999491213","https://openalex.org/W2999869395","https://openalex.org/W3000313095","https://openalex.org/W3002622729","https://openalex.org/W3003484286","https://openalex.org/W3006173823","https://openalex.org/W3012214319","https://openalex.org/W3012839243","https://openalex.org/W3015329712","https://openalex.org/W3015334505","https://openalex.org/W3015761931","https://openalex.org/W3016448319","https://openalex.org/W3016453002","https://openalex.org/W3017024051","https://openalex.org/W3021965991","https://openalex.org/W3022620692","https://openalex.org/W3022720643","https://openalex.org/W3024293278","https://openalex.org/W3027584799","https://openalex.org/W3031616502","https://openalex.org/W3031757162","https://openalex.org/W3034737558","https://openalex.org/W3036110098","https://openalex.org/W3036507077","https://openalex.org/W3041303727","https://openalex.org/W3041693093","https://openalex.org/W3044208457","https://openalex.org/W3044720376","https://openalex.org/W3046046588","https://openalex.org/W3047538046","https://openalex.org/W3081074122","https://openalex.org/W3082122398","https://openalex.org/W3082558305","https://openalex.org/W3086484635","https://openalex.org/W3090921757","https://openalex.org/W3094052018","https://openalex.org/W3094241277","https://openalex.org/W3094244409","https://openalex.org/W3097014986","https://openalex.org/W3099480097","https://openalex.org/W3105885320","https://openalex.org/W3108938125","https://openalex.org/W3110538917","https://openalex.org/W3111946548","https://openalex.org/W3112325088","https://openalex.org/W3112965332","https://openalex.org/W3118050028","https://openalex.org/W3122220845","https://openalex.org/W3123050710","https://openalex.org/W3124869105","https://openalex.org/W3125505924","https://openalex.org/W3125822518","https://openalex.org/W3126129233","https://openalex.org/W3130388336","https://openalex.org/W3130482906","https://openalex.org/W3133246375","https://openalex.org/W3133941285","https://openalex.org/W3133959870","https://openalex.org/W3135039877","https://openalex.org/W3136570575","https://openalex.org/W3139392347","https://openalex.org/W3152454181","https://openalex.org/W3159759416","https://openalex.org/W3161610785","https://openalex.org/W3162730442","https://openalex.org/W3164826854","https://openalex.org/W3168442825","https://openalex.org/W3170775973","https://openalex.org/W3173301173","https://openalex.org/W3176724071","https://openalex.org/W3177177354","https://openalex.org/W3179828707","https://openalex.org/W3184559891","https://openalex.org/W3185133656","https://openalex.org/W3187762897","https://openalex.org/W3188450664","https://openalex.org/W3194009241","https://openalex.org/W3194985341","https://openalex.org/W3201109720","https://openalex.org/W3201148238","https://openalex.org/W3207924781","https://openalex.org/W3211737832","https://openalex.org/W3213312972","https://openalex.org/W3215183048","https://openalex.org/W4210917262","https://openalex.org/W4211076903","https://openalex.org/W4220900187","https://openalex.org/W4221057138","https://openalex.org/W4238471648","https://openalex.org/W4308275718","https://openalex.org/W4323664923","https://openalex.org/W6674600054","https://openalex.org/W6753544557","https://openalex.org/W6761870463","https://openalex.org/W6796853745","https://openalex.org/W7046769795","https://openalex.org/W7070644868"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0],"application":[1],"of":[2,17,47,63,104,167,182],"statistical":[3,41,75,109],"and":[4,42,65,68,76,95,107,110,170],"artificial":[5],"intelligence":[6],"(AI)":[7],"tools":[8,49,78,112,185],"in":[9,52,79,137,154,164],"building":[10,123],"energy":[11,24,32,124],"prediction":[12,33,37],"(BEP)":[13],"is":[14,135,143],"considered":[15],"one":[16,133],"the":[18,31,61,93,102,122,165,180,183],"most":[19],"effective":[20],"advances":[21],"toward":[22],"improving":[23],"efficiency.":[25],"Thus,":[26],"researchers":[27],"are":[28,50],"constantly":[29],"propagating":[30],"field":[34],"with":[35,113],"many":[36,46],"models":[38,169],"using":[39],"diverse":[40],"AI":[43,77,111],"tools.":[44],"However,":[45],"these":[48],"employed":[51],"unsuitable":[53],"data":[54],"conditions":[55],"or":[56],"for":[57,150],"wrong":[58],"situations.":[59,156],"Using":[60],"Institute":[62],"Electrical":[64],"Electronics":[66],"Engineers":[67],"Scopus":[69],"databases,":[70],"92":[71],"journal":[72],"articles":[73],"on":[74,117,186],"BEP":[80,168],"were":[81],"systematically":[82],"analyzed.":[83],"Furthermore,":[84],"a":[85,114,140,148,187],"quantitative":[86],"bibliometric":[87],"analysis":[88],"was":[89,129],"conducted":[90],"to":[91,145,160],"pinpoint":[92],"trends":[94],"examine":[96],"knowledge":[97],"gaps.":[98],"This":[99,157],"research":[100,125],"reviews":[101],"performance":[103,181],"nine":[105],"popular":[106],"promising":[108],"primary":[115],"focus":[116],"seven":[118],"pertinent":[119],"criteria":[120],"within":[121],"domain.":[126],"Although":[127],"it":[128],"concluded":[130],"that":[131],"no":[132],"tool":[134,152,162],"best":[136],"all":[138],"criteria,":[139],"diagrammatic":[141],"framework":[142],"provided":[144],"serve":[146],"as":[147],"guide":[149],"appropriate":[151,161],"selection":[153,163],"various":[155],"study":[158,177],"contributes":[159],"development":[166],"their":[171],"related":[172],"drawbacks.":[173],"In":[174],"addition,":[175],"this":[176],"also":[178],"evaluated":[179],"high-performing":[184],"standard":[188],"dataset.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":13}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
