{"id":"https://openalex.org/W2548402368","doi":"https://doi.org/10.1145/2993422.2996394","title":"Data-driven Comfort Models for User-centric Predictive Control in Smart Buildings","display_name":"Data-driven Comfort Models for User-centric Predictive Control in Smart Buildings","publication_year":2016,"publication_date":"2016-11-02","ids":{"openalex":"https://openalex.org/W2548402368","doi":"https://doi.org/10.1145/2993422.2996394","mag":"2548402368"},"language":"en","primary_location":{"id":"doi:10.1145/2993422.2996394","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2993422.2996394","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2996394&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dl.acm.org/ft_gateway.cfm?id=2996394&type=pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079563165","display_name":"Grigore St\u00e2m\u00e2tescu","orcid":"https://orcid.org/0000-0002-9647-6817"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Grigore Stamatescu","raw_affiliation_strings":["Automatic Control and Industrial Informatics, University \"Politehnica\" of Bucharest"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Automatic Control and Industrial Informatics, University \"Politehnica\" of Bucharest","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058494775","display_name":"Alex Beltran","orcid":null},"institutions":[{"id":"https://openalex.org/I156087764","display_name":"University of California, Merced","ror":"https://ror.org/00d9ah105","country_code":"US","type":"education","lineage":["https://openalex.org/I156087764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex Beltran","raw_affiliation_strings":["Electrical Engineering and Computer Science, University of California, Merced"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering and Computer Science, University of California, Merced","institution_ids":["https://openalex.org/I156087764"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044884862","display_name":"Alberto Cerpa","orcid":"https://orcid.org/0000-0003-4531-9704"},"institutions":[{"id":"https://openalex.org/I156087764","display_name":"University of California, Merced","ror":"https://ror.org/00d9ah105","country_code":"US","type":"education","lineage":["https://openalex.org/I156087764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alberto Cerpa","raw_affiliation_strings":["Electrical Engineering and Computer Science, University of California, Merced"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering and Computer Science, University of California, Merced","institution_ids":["https://openalex.org/I156087764"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.14496019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"221","last_page":"222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9994999766349792,"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":0.9994999766349792,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T10603","display_name":"Smart Grid Energy Management","score":0.935699999332428,"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/model-predictive-control","display_name":"Model predictive control","score":0.7805616855621338},{"id":"https://openalex.org/keywords/hvac","display_name":"HVAC","score":0.7625889778137207},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7218573093414307},{"id":"https://openalex.org/keywords/occupancy","display_name":"Occupancy","score":0.6333557963371277},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5504504442214966},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.5367070436477661},{"id":"https://openalex.org/keywords/building-management-system","display_name":"Building management system","score":0.48578622937202454},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.45125874876976013},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.43929487466812134},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.42093729972839355},{"id":"https://openalex.org/keywords/thermal-comfort","display_name":"Thermal comfort","score":0.4179195463657379},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.41185474395751953},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3673146367073059},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.3439483344554901},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.2694508135318756},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.216803640127182},{"id":"https://openalex.org/keywords/air-conditioning","display_name":"Air conditioning","score":0.1881733238697052},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17520761489868164},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.09578168392181396}],"concepts":[{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.7805616855621338},{"id":"https://openalex.org/C122346748","wikidata":"https://www.wikidata.org/wiki/Q1798773","display_name":"HVAC","level":3,"score":0.7625889778137207},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7218573093414307},{"id":"https://openalex.org/C160331591","wikidata":"https://www.wikidata.org/wiki/Q7075743","display_name":"Occupancy","level":2,"score":0.6333557963371277},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5504504442214966},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.5367070436477661},{"id":"https://openalex.org/C106527866","wikidata":"https://www.wikidata.org/wiki/Q1489497","display_name":"Building management system","level":3,"score":0.48578622937202454},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.45125874876976013},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.43929487466812134},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.42093729972839355},{"id":"https://openalex.org/C133913538","wikidata":"https://www.wikidata.org/wiki/Q774514","display_name":"Thermal comfort","level":2,"score":0.4179195463657379},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.41185474395751953},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3673146367073059},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3439483344554901},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.2694508135318756},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.216803640127182},{"id":"https://openalex.org/C103742991","wikidata":"https://www.wikidata.org/wiki/Q173725","display_name":"Air conditioning","level":2,"score":0.1881733238697052},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17520761489868164},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.09578168392181396},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2993422.2996394","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2993422.2996394","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2996394&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/2993422.2996394","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2993422.2996394","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2996394&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7599999904632568,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1372163648","display_name":null,"funder_award_id":"#2016-0110","funder_id":"https://openalex.org/F4320310688","funder_display_name":"Center for Information Technology Research in the Interest of Society"},{"id":"https://openalex.org/G5382648247","display_name":null,"funder_award_id":"#PFI:BIC-1430351, #CNS-1254192","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G702148458","display_name":"CAREER: A Data-Driven Uncertainty-Guided Architecture for Energy Management in Sensor Systems","funder_award_id":"1254192","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7350227489","display_name":null,"funder_award_id":"2016-0110","funder_id":"https://openalex.org/F4320310688","funder_display_name":"Center for Information Technology Research in the Interest of Society"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320310688","display_name":"Center for Information Technology Research in the Interest of Society","ror":"https://ror.org/00zv0wd17"},{"id":"https://openalex.org/F4320337373","display_name":"Center for Information Technology","ror":"https://ror.org/03jh5a977"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2548402368.pdf","grobid_xml":"https://content.openalex.org/works/W2548402368.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W2044898136","https://openalex.org/W2145836135","https://openalex.org/W2476862457","https://openalex.org/W2482821019"],"related_works":["https://openalex.org/W3045934583","https://openalex.org/W2437015738","https://openalex.org/W4312641736","https://openalex.org/W4283833227","https://openalex.org/W3093054803","https://openalex.org/W2357294886","https://openalex.org/W3038059713","https://openalex.org/W4281749375","https://openalex.org/W2329485921","https://openalex.org/W2047850243"],"abstract_inverted_index":{"Occupant":[0],"comfort":[1,34],"and":[2,35],"energy":[3],"cost":[4],"are":[5],"the":[6,22,40,58],"dual,":[7],"explicit":[8],"or":[9,61],"implicit,":[10],"objectives":[11],"of":[12,32],"advanced":[13],"control":[14],"strategies":[15],"implemented":[16],"in":[17,43],"smart":[18],"buildings.":[19],"Focusing":[20],"on":[21],"former,":[23],"we":[24],"present":[25],"a":[26,36,44],"novel":[27],"approach":[28],"for":[29,38,48],"data-driven":[30],"modeling":[31],"user":[33],"path":[37],"integrating":[39],"resulting":[41],"models":[42],"generic":[45],"predictive":[46],"framework":[47],"optimal":[49],"HVAC":[50],"control.":[51],"This":[52],"offers":[53],"significant":[54],"improvement":[55],"potential":[56],"over":[57],"static":[59],"scheduling":[60],"occupancy":[62],"based":[63],"temperature":[64],"bounds.":[65]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}