{"id":"https://openalex.org/W2944494333","doi":"https://doi.org/10.1109/is.2018.8710456","title":"Data-driven Optimization of Energy Efficiency and Comfort in an Apartment","display_name":"Data-driven Optimization of Energy Efficiency and Comfort in an Apartment","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2944494333","doi":"https://doi.org/10.1109/is.2018.8710456","mag":"2944494333"},"language":"en","primary_location":{"id":"doi:10.1109/is.2018.8710456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2018.8710456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Intelligent Systems (IS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://biblio.ugent.be/publication/8617422/file/8617683.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005172090","display_name":"Diego Nieves Avendano","orcid":"https://orcid.org/0000-0001-6215-6439"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Diego Nieves Avendano","raw_affiliation_strings":["IDLab, Ghent University - imec, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, Ghent University - imec, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063049880","display_name":"Joeri Ruyssinck","orcid":"https://orcid.org/0000-0001-8930-469X"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Joeri Ruyssinck","raw_affiliation_strings":["IDLab, imec - Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, imec - Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107869011","display_name":"Steven Vandekerckhove","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138291","display_name":"Renson (Belgium)","ror":"https://ror.org/04ax1v403","country_code":"BE","type":"company","lineage":["https://openalex.org/I4210138291"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Steven Vandekerckhove","raw_affiliation_strings":["Renson Ventilation, Waregem, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Renson Ventilation, Waregem, Belgium","institution_ids":["https://openalex.org/I4210138291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025315149","display_name":"Sofie Van Hoecke","orcid":"https://orcid.org/0000-0002-7865-6793"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sofie Van Hoecke","raw_affiliation_strings":["IDLab, Ghent University - imec, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, Ghent University - imec, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068831492","display_name":"Dirk Deschrijver","orcid":"https://orcid.org/0000-0001-6600-1792"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Dirk Deschrijver","raw_affiliation_strings":["IDLab, imec - Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IDLab, imec - Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7768,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.76191222,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"174","last_page":"182"},"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/T10603","display_name":"Smart Grid Energy Management","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T11954","display_name":"Energy Efficiency and Management","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7540982961654663},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7156623601913452},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.6456624865531921},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.4845280051231384},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.47199514508247375},{"id":"https://openalex.org/keywords/data-driven","display_name":"Data-driven","score":0.44660335779190063},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4261312782764435},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4206116795539856},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3385342061519623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3068101406097412},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17497342824935913},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12205222249031067},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08663871884346008}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7540982961654663},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7156623601913452},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.6456624865531921},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.4845280051231384},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.47199514508247375},{"id":"https://openalex.org/C2780440489","wikidata":"https://www.wikidata.org/wiki/Q5227278","display_name":"Data-driven","level":2,"score":0.44660335779190063},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4261312782764435},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4206116795539856},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3385342061519623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3068101406097412},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17497342824935913},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12205222249031067},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08663871884346008},{"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},{"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/is.2018.8710456","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2018.8710456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Intelligent Systems (IS)","raw_type":"proceedings-article"},{"id":"pmh:oai:archive.ugent.be:8617422","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8617422","pdf_url":"https://biblio.ugent.be/publication/8617422/file/8617683.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9781538670972","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:archive.ugent.be:8617422","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8617422","pdf_url":"https://biblio.ugent.be/publication/8617422/file/8617683.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9781538670972","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8999999761581421,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320313460","display_name":"Agentschap Innoveren en Ondernemen","ror":"https://ror.org/032xdry56"},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2944494333.pdf","grobid_xml":"https://content.openalex.org/works/W2944494333.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1508451974","https://openalex.org/W1831875029","https://openalex.org/W1862086798","https://openalex.org/W1914493662","https://openalex.org/W1966033682","https://openalex.org/W1971416316","https://openalex.org/W1986570820","https://openalex.org/W2005289033","https://openalex.org/W2032653723","https://openalex.org/W2040102454","https://openalex.org/W2048364944","https://openalex.org/W2058294246","https://openalex.org/W2058798816","https://openalex.org/W2079651407","https://openalex.org/W2114519460","https://openalex.org/W2115211925","https://openalex.org/W2166681263","https://openalex.org/W2182886880","https://openalex.org/W2273355447","https://openalex.org/W2295598076","https://openalex.org/W2543909292","https://openalex.org/W2560136348","https://openalex.org/W2587347436","https://openalex.org/W2592453717","https://openalex.org/W2625874945","https://openalex.org/W2761873684","https://openalex.org/W2795237036","https://openalex.org/W2962980800","https://openalex.org/W3102476541","https://openalex.org/W3130911306","https://openalex.org/W6638793341","https://openalex.org/W6676861605","https://openalex.org/W6677067356","https://openalex.org/W6744838376","https://openalex.org/W6790538969"],"related_works":["https://openalex.org/W2389214306","https://openalex.org/W4235240664","https://openalex.org/W2965083567","https://openalex.org/W1838576100","https://openalex.org/W2095886385","https://openalex.org/W2889616422","https://openalex.org/W2089704382","https://openalex.org/W1983399550","https://openalex.org/W97075385","https://openalex.org/W2357523926"],"abstract_inverted_index":{"An":[0],"important":[1],"challenge":[2],"in":[3],"home":[4],"automation":[5],"is":[6],"the":[7,12,18],"energy":[8,26],"efficient":[9],"optimization":[10,23],"of":[11,20],"indoor":[13],"environment.":[14],"This":[15,34],"relies":[16],"on":[17,42],"solution":[19],"a":[21],"multi-objective":[22],"problem":[24],"where":[25],"efficiency":[27],"and":[28,75],"comfort":[29],"parameters":[30],"are":[31],"maximized":[32],"simultaneously.":[33],"paper":[35],"presents":[36],"three":[37],"data-driven":[38,59],"control":[39,52],"algorithms":[40],"based":[41],"machine":[43],"learning":[44],"techniques,":[45],"which":[46],"offer":[47],"an":[48],"alternative":[49],"to":[50],"traditional":[51],"methods.":[53],"The":[54],"results":[55,64],"demonstrate":[56],"that":[57],"some":[58],"methods":[60],"can":[61],"achieve":[62],"similar":[63],"than":[65,79],"rule-based":[66],"systems.":[67],"Moreover,":[68],"they":[69],"require":[70],"no":[71],"prior":[72],"expert":[73],"knowledge":[74],"have":[76],"better":[77],"scalability":[78],"standard":[80],"approaches.":[81]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
