{"id":"https://openalex.org/W4360584207","doi":"https://doi.org/10.1109/isgt51731.2023.10066398","title":"Power Management in Smart Buildings Using Reinforcement Learning","display_name":"Power Management in Smart Buildings Using Reinforcement Learning","publication_year":2023,"publication_date":"2023-01-16","ids":{"openalex":"https://openalex.org/W4360584207","doi":"https://doi.org/10.1109/isgt51731.2023.10066398"},"language":"en","primary_location":{"id":"doi:10.1109/isgt51731.2023.10066398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgt51731.2023.10066398","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Power &amp; Energy Society Innovative Smart Grid Technologies Conference (ISGT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5069897578","display_name":"Zohreh Rostmnezhad","orcid":null},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zohreh Rostmnezhad","raw_affiliation_strings":["&#x00C9;cole de technologie sup&#x00E9;rieure,Montreal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"&#x00C9;cole de technologie sup&#x00E9;rieure,Montreal,Canada","institution_ids":["https://openalex.org/I9736820"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048679289","display_name":"Louis\u2010A. Dessaint","orcid":null},"institutions":[{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Louis Dessaint","raw_affiliation_strings":["&#x00C9;cole de technologie sup&#x00E9;rieure,Montreal,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"&#x00C9;cole de technologie sup&#x00E9;rieure,Montreal,Canada","institution_ids":["https://openalex.org/I9736820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9736820"],"apc_list":null,"apc_paid":null,"fwci":4.3269,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.95320926,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9997000098228455,"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/T10223","display_name":"Microgrid Control and Optimization","score":0.9944000244140625,"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/T12546","display_name":"Smart Parking Systems Research","score":0.991599977016449,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7833020687103271},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.7192336320877075},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7002916932106018},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6747281551361084},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6484600305557251},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.528451681137085},{"id":"https://openalex.org/keywords/energy-storage","display_name":"Energy storage","score":0.5206374526023865},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.45770004391670227},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.4375871419906616},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.4198140501976013},{"id":"https://openalex.org/keywords/microgrid","display_name":"Microgrid","score":0.41756394505500793},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.40356433391571045},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.37011444568634033},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.30335116386413574},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23342964053153992},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15936991572380066},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09344145655632019}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7833020687103271},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.7192336320877075},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7002916932106018},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6747281551361084},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6484600305557251},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.528451681137085},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.5206374526023865},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.45770004391670227},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4375871419906616},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.4198140501976013},{"id":"https://openalex.org/C2776784348","wikidata":"https://www.wikidata.org/wiki/Q5762595","display_name":"Microgrid","level":3,"score":0.41756394505500793},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.40356433391571045},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.37011444568634033},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.30335116386413574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23342964053153992},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15936991572380066},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09344145655632019},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isgt51731.2023.10066398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgt51731.2023.10066398","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Power &amp; Energy Society Innovative Smart Grid Technologies Conference (ISGT)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace2.etsmtl.ca:26442","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/26442/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2000288943","https://openalex.org/W2312609093","https://openalex.org/W2511682328","https://openalex.org/W2557298828","https://openalex.org/W2573137292","https://openalex.org/W2776741657","https://openalex.org/W2904435226","https://openalex.org/W2907369614","https://openalex.org/W2926295867","https://openalex.org/W2971036746","https://openalex.org/W2974232099","https://openalex.org/W2981847156","https://openalex.org/W3003290394","https://openalex.org/W3007687131","https://openalex.org/W3041507315","https://openalex.org/W3105693230","https://openalex.org/W3211359244","https://openalex.org/W4288391536","https://openalex.org/W6731657211","https://openalex.org/W6748325536","https://openalex.org/W6757613455","https://openalex.org/W6803409922","https://openalex.org/W6841165188"],"related_works":["https://openalex.org/W1574359403","https://openalex.org/W2057975886","https://openalex.org/W2333017163","https://openalex.org/W2347673489","https://openalex.org/W2964937504","https://openalex.org/W2169268775","https://openalex.org/W2371966636","https://openalex.org/W187740018","https://openalex.org/W2162286586","https://openalex.org/W4255368532"],"abstract_inverted_index":{"This":[0,41],"paper":[1,42],"proposes":[2],"a":[3,18,25,91],"novel":[4],"framework":[5,82],"of":[6,17,54,78,90,119,131,139],"power":[7,87],"management":[8],"system":[9,22,29],"(PMS)":[10],"using":[11,45,86,123],"reinforcement":[12],"learning":[13],"(RL)":[14],"in":[15,58],"presence":[16],"thermal":[19],"energy":[20,27,132],"storage":[21,28,133],"(TESS)":[23],"and":[24,36,56,70,103],"battery":[26],"(BESS)":[30],"to":[31,48,125],"achieve":[32],"peak":[33],"load":[34],"shaving":[35],"compensate":[37],"for":[38],"BESS":[39,57,142],"limitations.":[40],"focuses":[43],"on":[44],"RL":[46,100,124],"approach":[47],"define":[49,126],"the":[50,79,95,117,120,127,140],"optimal":[51,96,128],"charging/discharging":[52],"schedule":[53,130],"TESS":[55],"PMS.":[59],"The":[60,76],"optimization":[61,107,113],"problem":[62],"is":[63,83,101],"formulated":[64],"as":[65,110],"Markov":[66],"decision":[67],"process":[68],"(MDP)":[69],"then":[71],"solved":[72],"by":[73,85,99],"Q-learning":[74],"algorithm.":[75],"efficacy":[77],"proposed":[80,121],"PMS":[81,122],"demonstrated":[84],"consumption":[88],"data":[89],"campus":[92],"building.":[93],"Moreover,":[94],"solution":[97],"obtained":[98],"validated":[102],"compared":[104],"with":[105],"metaheuristic":[106],"approaches":[108],"such":[109],"particle":[111],"swarm":[112],"(PSO).":[114],"Results":[115],"show":[116],"effectiveness":[118],"operation":[129],"systems":[134],"(ESSs)":[135],"while":[136],"reducing":[137],"42.2%":[138],"required":[141],"capacity.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
