{"id":"https://openalex.org/W4410995975","doi":"https://doi.org/10.1177/18761364251343316","title":"Enhancing thermal comfort and sustainability in building energy management through edge machine learning-enabled smart controllers","display_name":"Enhancing thermal comfort and sustainability in building energy management through edge machine learning-enabled smart controllers","publication_year":2025,"publication_date":"2025-06-03","ids":{"openalex":"https://openalex.org/W4410995975","doi":"https://doi.org/10.1177/18761364251343316"},"language":"en","primary_location":{"id":"doi:10.1177/18761364251343316","is_oa":false,"landing_page_url":"https://doi.org/10.1177/18761364251343316","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":"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/A5111896268","display_name":"Muhammad Ayyaz Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Tamoor Khan","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan"],"raw_orcid":"https://orcid.org/0009-0001-7051-4467","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113018862","display_name":"H.M. Salman Saleem","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Hassaan Saleem","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101869916","display_name":"Muhammad Iqbal","orcid":"https://orcid.org/0000-0002-9485-1791"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Malka Rania Iqbal","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113848983","display_name":"Muhammad Shahid","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Shahzaib Shahid","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008938944","display_name":"Abbas Javed","orcid":"https://orcid.org/0000-0001-9243-4364"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Abbas Javed","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-9243-4364","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081073679","display_name":"Muhammad Nadeem","orcid":"https://orcid.org/0000-0002-1358-6085"},"institutions":[{"id":"https://openalex.org/I2803079837","display_name":"American University of the Middle East","ror":"https://ror.org/02gqgne03","country_code":"KW","type":"education","lineage":["https://openalex.org/I2803079837"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Muhammad Nadeem","raw_affiliation_strings":["College of Engineering and Technology, American University of the Middle East, Kuwait"],"raw_orcid":"https://orcid.org/0000-0002-1358-6085","affiliations":[{"raw_affiliation_string":"College of Engineering and Technology, American University of the Middle East, Kuwait","institution_ids":["https://openalex.org/I2803079837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035636140","display_name":"Saleem Akhtar","orcid":"https://orcid.org/0000-0002-3321-8538"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Saleem Akhtar","raw_affiliation_strings":["Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-3321-8538","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Punjab, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5008938944"],"corresponding_institution_ids":["https://openalex.org/I16076960"],"apc_list":null,"apc_paid":null,"fwci":1.577,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80933381,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"17","issue":"3","first_page":"376","last_page":"391"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.998199999332428,"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":0.998199999332428,"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":0.9681000113487244,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7832549810409546},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.6976728439331055},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6051292419433594},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.5504478216171265},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.4865347445011139},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.46535569429397583},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.4623059034347534},{"id":"https://openalex.org/keywords/thermal-management-of-electronic-devices-and-systems","display_name":"Thermal management of electronic devices and systems","score":0.45454734563827515},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.4541875123977661},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4341808259487152},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.328423410654068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23762759566307068},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.13028690218925476},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06301546096801758}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7832549810409546},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.6976728439331055},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6051292419433594},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.5504478216171265},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.4865347445011139},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.46535569429397583},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.4623059034347534},{"id":"https://openalex.org/C114834414","wikidata":"https://www.wikidata.org/wiki/Q15477170","display_name":"Thermal management of electronic devices and systems","level":2,"score":0.45454734563827515},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.4541875123977661},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4341808259487152},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.328423410654068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23762759566307068},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.13028690218925476},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06301546096801758},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/18761364251343316","is_oa":false,"landing_page_url":"https://doi.org/10.1177/18761364251343316","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2166681263","https://openalex.org/W2739750598","https://openalex.org/W2962212997","https://openalex.org/W3088977777","https://openalex.org/W3106645240","https://openalex.org/W3155621642","https://openalex.org/W3184493268","https://openalex.org/W3200963237","https://openalex.org/W3204040917","https://openalex.org/W3211877398","https://openalex.org/W4212989679","https://openalex.org/W4214509590","https://openalex.org/W4280651543","https://openalex.org/W4292429796","https://openalex.org/W4308332173","https://openalex.org/W4312067640","https://openalex.org/W4313473080","https://openalex.org/W4322761281","https://openalex.org/W4323044454","https://openalex.org/W4324138446","https://openalex.org/W4362557592","https://openalex.org/W4381660815","https://openalex.org/W4385973216","https://openalex.org/W4386161266","https://openalex.org/W4387911479","https://openalex.org/W4388759861","https://openalex.org/W4399671194"],"related_works":["https://openalex.org/W2371237473","https://openalex.org/W2562892041","https://openalex.org/W1566949609","https://openalex.org/W2150081409","https://openalex.org/W2404565262","https://openalex.org/W3084415924","https://openalex.org/W2524560953","https://openalex.org/W4220908063","https://openalex.org/W3037002619","https://openalex.org/W4391423612"],"abstract_inverted_index":{"The":[0,99,148,166],"concept":[1],"of":[2,13,18,27,33,69,150,190],"smart":[3,28,84,152,178],"cities":[4],"is":[5,23,105,161],"becoming":[6],"increasingly":[7],"popular,":[8],"driven":[9],"by":[10,170,183,193],"the":[11,114,124,146,151,177,200],"goal":[12],"improving":[14],"residents\u2019":[15],"overall":[16],"quality":[17],"life.":[19],"Effective":[20],"thermal":[21,92,202],"management":[22],"a":[24,79,108,187],"crucial":[25],"component":[26],"cities,":[29],"especially":[30],"in":[31,36,50,107,154],"light":[32],"significant":[34],"changes":[35,41],"global":[37],"weather":[38],"patterns.":[39],"These":[40],"pose":[42],"challenges":[43],"for":[44,86,159,174],"individuals":[45],"seeking":[46],"indoor":[47],"comfort,":[48],"particularly":[49],"workplaces":[51],"and":[52,72,123,139,192],"schools.":[53],"Occupants":[54],"often":[55],"struggle":[56],"with":[57,163],"extreme":[58],"temperatures,":[59],"leading":[60],"to":[61,66,89,112,145,186,196],"increased":[62],"energy":[63,97,181],"consumption":[64,182],"due":[65],"excessive":[67],"use":[68],"air":[70,87],"conditioners":[71,88],"heaters.":[73],"In":[74],"this":[75,128],"work,":[76],"we":[77],"propose":[78],"novel":[80],"edge":[81],"machine":[82],"learning-based":[83],"controller":[85,153,179],"maintain":[90],"user-preferred":[91,201],"comfort":[93,203],"levels":[94],"while":[95,198],"minimizing":[96],"consumption.":[98],"trained":[100],"long":[101],"short-term":[102],"memory":[103],"model":[104],"embedded":[106],"mobile":[109,129],"application":[110],"designed":[111],"predict":[113],"predicted":[115],"mean":[116],"vote":[117],"(PMV)":[118],"based":[119],"on":[120],"temperature":[121,157],"setpoints":[122,158,173],"PMV":[125],"index.":[126],"Through":[127],"application,":[130],"personalized":[131],"parameters":[132],"such":[133],"as":[134],"clothing":[135],"insulation,":[136],"metabolic":[137],"rate,":[138],"other":[140],"environmental":[141],"factors":[142],"are":[143],"communicated":[144],"controller.":[147],"performance":[149],"maintaining":[155,199],"PMV-based":[156,172],"cooling":[160],"compared":[162,185,195],"fixed":[164,188],"setpoints.":[165],"results":[167],"reveal":[168],"that":[169],"utilizing":[171],"male":[175],"occupants,":[176],"reduces":[180],"38.14%":[184],"setpoint":[189],"26\u00b0C":[191],"60.68%":[194],"25\u00b0C,":[197],"level.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
