{"id":"https://openalex.org/W4308918293","doi":"https://doi.org/10.1061/jccee5.cpeng-4973","title":"Improving Occupant Thermal Comfort through Personalized Space Recommendation","display_name":"Improving Occupant Thermal Comfort through Personalized Space Recommendation","publication_year":2022,"publication_date":"2022-11-11","ids":{"openalex":"https://openalex.org/W4308918293","doi":"https://doi.org/10.1061/jccee5.cpeng-4973"},"language":"en","primary_location":{"id":"doi:10.1061/jccee5.cpeng-4973","is_oa":false,"landing_page_url":"https://doi.org/10.1061/jccee5.cpeng-4973","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","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/A5054222671","display_name":"Yu Huang","orcid":"https://orcid.org/0000-0001-5199-383X"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Huang","raw_affiliation_strings":["Ph.D. Student, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634"],"affiliations":[{"raw_affiliation_string":"Ph.D. Student, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080536540","display_name":"Rohit Sai Kiran Gadde","orcid":null},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohit Sai Kiran Gadde","raw_affiliation_strings":["Master\u2019s Student, School of Computing, Clemson Univ., Clemson, SC 29634"],"affiliations":[{"raw_affiliation_string":"Master\u2019s Student, School of Computing, Clemson Univ., Clemson, SC 29634","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001447422","display_name":"Snowil Lopes","orcid":"https://orcid.org/0000-0002-2162-4969"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Snowil Lopes","raw_affiliation_strings":["Ph.D. Student, Dept. of Civil Engineering, Energy Manager, Clemson Univ. Utility Services, Clemson Univ., Clemson, SC 29634"],"affiliations":[{"raw_affiliation_string":"Ph.D. Student, Dept. of Civil Engineering, Energy Manager, Clemson Univ. Utility Services, Clemson Univ., Clemson, SC 29634","institution_ids":["https://openalex.org/I8078737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100667150","display_name":"Da Li","orcid":"https://orcid.org/0000-0003-0539-1939"},"institutions":[{"id":"https://openalex.org/I4210142152","display_name":"ORCID","ror":"https://ror.org/04fa4r544","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210142152"]},{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Da Li","raw_affiliation_strings":["Assistant Professor, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634 (corresponding author). ORCID: ","Assistant Professor, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634. ORCID: https://orcid.org/0000-0003-0539-1939"],"affiliations":[{"raw_affiliation_string":"Assistant Professor, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634 (corresponding author). ORCID: ","institution_ids":[]},{"raw_affiliation_string":"Assistant Professor, Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634. ORCID: https://orcid.org/0000-0003-0539-1939","institution_ids":["https://openalex.org/I8078737","https://openalex.org/I4210142152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020522720","display_name":"Brendan M. McGuire","orcid":"https://orcid.org/0000-0002-1531-4112"},"institutions":[{"id":"https://openalex.org/I8078737","display_name":"Clemson University","ror":"https://ror.org/037s24f05","country_code":"US","type":"education","lineage":["https://openalex.org/I8078737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brendan McGuire","raw_affiliation_strings":["Undergraduate Student, School of Computing, Clemson Univ., Clemson, SC 29634"],"affiliations":[{"raw_affiliation_string":"Undergraduate Student, School of Computing, Clemson Univ., Clemson, SC 29634","institution_ids":["https://openalex.org/I8078737"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100667150"],"corresponding_institution_ids":["https://openalex.org/I4210142152","https://openalex.org/I8078737"],"apc_list":null,"apc_paid":null,"fwci":1.27,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.77162254,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"37","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9997000098228455,"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":0.9997000098228455,"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/T10766","display_name":"Urban Heat Island Mitigation","score":0.97079998254776,"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/T12496","display_name":"Color perception and design","score":0.9228000044822693,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.797355055809021},{"id":"https://openalex.org/keywords/hvac","display_name":"HVAC","score":0.6547806859016418},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.6480490565299988},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.5794524550437927},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4860377907752991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4643687605857849},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.44879427552223206},{"id":"https://openalex.org/keywords/post-occupancy-evaluation","display_name":"Post-occupancy evaluation","score":0.4357910752296448},{"id":"https://openalex.org/keywords/facility-management","display_name":"Facility management","score":0.4333556294441223},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4142739176750183},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.39887648820877075},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.38314127922058105},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.1966533362865448},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11059904098510742}],"concepts":[{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.797355055809021},{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.6547806859016418},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.6480490565299988},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.5794524550437927},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4860377907752991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4643687605857849},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.44879427552223206},{"id":"https://openalex.org/C2778215892","wikidata":"https://www.wikidata.org/wiki/Q1345987","display_name":"Post-occupancy evaluation","level":2,"score":0.4357910752296448},{"id":"https://openalex.org/C117009084","wikidata":"https://www.wikidata.org/wiki/Q837060","display_name":"Facility management","level":2,"score":0.4333556294441223},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4142739176750183},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.39887648820877075},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.38314127922058105},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.1966533362865448},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11059904098510742},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"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/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/jccee5.cpeng-4973","is_oa":false,"landing_page_url":"https://doi.org/10.1061/jccee5.cpeng-4973","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1968867612","https://openalex.org/W2000041175","https://openalex.org/W2015192364","https://openalex.org/W2029847916","https://openalex.org/W2039900281","https://openalex.org/W2043871169","https://openalex.org/W2101234009","https://openalex.org/W2126849655","https://openalex.org/W2164213041","https://openalex.org/W2596990139","https://openalex.org/W2613640748","https://openalex.org/W2742688473","https://openalex.org/W2751801251","https://openalex.org/W2762557954","https://openalex.org/W2774931648","https://openalex.org/W2790918434","https://openalex.org/W2792547409","https://openalex.org/W2794405990","https://openalex.org/W2807430651","https://openalex.org/W2809994547","https://openalex.org/W2877793043","https://openalex.org/W2884283518","https://openalex.org/W2894866684","https://openalex.org/W2901120223","https://openalex.org/W2918964466","https://openalex.org/W2921651207","https://openalex.org/W2937445681","https://openalex.org/W2944613245","https://openalex.org/W2947617627","https://openalex.org/W2950343382","https://openalex.org/W2951576731","https://openalex.org/W2980797340","https://openalex.org/W3000719913","https://openalex.org/W3002238933","https://openalex.org/W3007830800","https://openalex.org/W3007955666","https://openalex.org/W3012216269","https://openalex.org/W3015453334","https://openalex.org/W3021508549","https://openalex.org/W3023824251","https://openalex.org/W3028491587","https://openalex.org/W3036200271","https://openalex.org/W3048913341","https://openalex.org/W3083653255","https://openalex.org/W3119018707","https://openalex.org/W3126802030","https://openalex.org/W3158046923","https://openalex.org/W3174884708","https://openalex.org/W4213424471","https://openalex.org/W4224276250","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2075230901","https://openalex.org/W2357294886","https://openalex.org/W3038059713","https://openalex.org/W4281749375","https://openalex.org/W2079922090","https://openalex.org/W2017084161","https://openalex.org/W4388647520","https://openalex.org/W4243793810","https://openalex.org/W2172132122","https://openalex.org/W2996512426"],"abstract_inverted_index":{"Thermal":[0],"comfort":[1,25,110,160],"significantly":[2,212],"affects":[3],"occupants\u2019":[4],"satisfaction,":[5],"well-being,":[6],"and":[7,23,32,104,119,200,220],"productivity":[8],"in":[9,58,62,124,137,186,203],"built":[10,188],"environments.":[11],"To":[12],"improve":[13],"thermal":[14,159],"comfort,":[15],"existing":[16],"literature":[17],"has":[18,183],"investigated":[19],"human-in-the-loop":[20],"HVAC":[21,59],"control":[22],"personal":[24,102,109],"systems":[26],"(PCS)":[27],"to":[28,36,48,55,71,92,94,126,143,149,173],"adjust":[29],"the":[30,46,97,151,167,174,204],"macro-":[31],"microenvironments":[33],"surrounding":[34],"occupants":[35,85],"meet":[37],"their":[38,101],"preferences.":[39],"However,":[40],"these":[41],"methods":[42],"have":[43,211],"limitations,":[44],"including":[45],"inability":[47],"satisfy":[49],"all":[50],"occupants,":[51],"energy":[52,63,179],"waste":[53],"due":[54],"undesired":[56],"fluctuations":[57],"settings,":[60],"uncertainty":[61],"savings,":[64],"high":[65],"upfront":[66],"costs,":[67],"lack":[68],"of":[69,169,215],"scalability,":[70],"name":[72],"a":[73,80,138],"few.":[74],"In":[75],"contrast,":[76],"this":[77],"study":[78],"proposed":[79,152],"SpaceMatch":[81],"framework":[82,107,182],"by":[83,164],"reimagining":[84],"as":[86,197],"mobile":[87],"agents":[88],"who":[89],"are":[90,194],"willing":[91],"move":[93],"spaces":[95],"where":[96,190],"conditions":[98],"best":[99],"match":[100],"preferences":[103],"needs.":[105],"This":[106,181],"leverages":[108],"models":[111],"developed":[112],"for":[113],"each":[114],"occupant":[115],"using":[116],"machine":[117],"learning":[118],"natural":[120],"spatial-temporal":[121],"temperature":[122],"variations":[123],"buildings":[125],"make":[127],"space":[128,170],"recommendations.":[129],"An":[130],"experiment":[131],"with":[132,166],"12":[133],"subjects":[134],"was":[135],"conducted":[136],"testbed":[139],"building":[140],"from":[141],"October":[142],"November":[144],"2021":[145],"at":[146,162],"Clemson":[147],"University":[148],"validate":[150],"framework.":[153],"The":[154],"results":[155],"showed":[156],"that":[157],"subjects\u2019":[158],"increased":[161],"least":[163],"18.8%":[165],"help":[168],"recommendations":[171],"compared":[172],"baseline,":[175],"without":[176],"incurring":[177],"additional":[178],"use.":[180],"great":[184],"potential":[185],"many":[187],"environments":[189],"flexible":[191,221],"workplace":[192],"strategies":[193],"employed,":[195],"such":[196],"open-plan":[198],"offices":[199],"libraries,":[201],"especially":[202],"postpandemic":[205],"era":[206],"when":[207],"people\u2019s":[208],"working":[209],"habits":[210],"changed":[213],"because":[214],"remote":[216],"work,":[217],"job":[218],"autonomy,":[219],"scheduling.":[222]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
