{"id":"https://openalex.org/W3114573357","doi":"https://doi.org/10.1109/smartgridcomm47815.2020.9303016","title":"Transfer learning for operational planning of batteries in commercial buildings","display_name":"Transfer learning for operational planning of batteries in commercial buildings","publication_year":2020,"publication_date":"2020-11-11","ids":{"openalex":"https://openalex.org/W3114573357","doi":"https://doi.org/10.1109/smartgridcomm47815.2020.9303016","mag":"3114573357"},"language":"en","primary_location":{"id":"doi:10.1109/smartgridcomm47815.2020.9303016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm47815.2020.9303016","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","raw_type":"proceedings-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/A5057621400","display_name":"Brida V. Mbuwir","orcid":"https://orcid.org/0000-0001-5523-7783"},"institutions":[{"id":"https://openalex.org/I68522396","display_name":"Flemish Institute for Technological Research","ror":"https://ror.org/04gq0w522","country_code":"BE","type":"facility","lineage":["https://openalex.org/I68522396"]},{"id":"https://openalex.org/I89206478","display_name":"Engie (Belgium)","ror":"https://ror.org/00c97z041","country_code":"BE","type":"company","lineage":["https://openalex.org/I4210124897","https://openalex.org/I89206478"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Brida V. Mbuwir","raw_affiliation_strings":["ESAT/ELECTA, KU Leuven, Leuven, Belgium","EnergyVille, AMO, Genk, Belgium","Flemish Institute for Technological Research (VITO), AMO, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESAT/ELECTA, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I89206478","https://openalex.org/I99464096"]},{"raw_affiliation_string":"EnergyVille, AMO, Genk, Belgium","institution_ids":[]},{"raw_affiliation_string":"Flemish Institute for Technological Research (VITO), AMO, Belgium","institution_ids":["https://openalex.org/I68522396"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021515512","display_name":"Kaveh Paridari","orcid":"https://orcid.org/0000-0002-4210-8672"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kaveh Paridari","raw_affiliation_strings":["Department of Electric Power and Energy Systems, KTH, Stockholm, Sweden","Power2U, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electric Power and Energy Systems, KTH, Stockholm, Sweden","institution_ids":[]},{"raw_affiliation_string":"Power2U, Stockholm, Sweden","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008706525","display_name":"Fred Spiessens","orcid":"https://orcid.org/0000-0002-1493-6745"},"institutions":[{"id":"https://openalex.org/I68522396","display_name":"Flemish Institute for Technological Research","ror":"https://ror.org/04gq0w522","country_code":"BE","type":"facility","lineage":["https://openalex.org/I68522396"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Fred Spiessens","raw_affiliation_strings":["EnergyVille, AMO, Genk, Belgium","Flemish Institute for Technological Research (VITO), AMO, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EnergyVille, AMO, Genk, Belgium","institution_ids":[]},{"raw_affiliation_string":"Flemish Institute for Technological Research (VITO), AMO, Belgium","institution_ids":["https://openalex.org/I68522396"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049280139","display_name":"Lars Nordstr\u00f6m","orcid":"https://orcid.org/0000-0003-3014-5609"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lars Nordstrom","raw_affiliation_strings":["Department of Electric Power and Energy Systems, KTH, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electric Power and Energy Systems, KTH, Stockholm, Sweden","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024462942","display_name":"Geert Deconinck","orcid":"https://orcid.org/0000-0002-2225-3987"},"institutions":[{"id":"https://openalex.org/I89206478","display_name":"Engie (Belgium)","ror":"https://ror.org/00c97z041","country_code":"BE","type":"company","lineage":["https://openalex.org/I4210124897","https://openalex.org/I89206478"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Geert Deconinck","raw_affiliation_strings":["ESAT/ELECTA, KU Leuven, Leuven, Belgium","EnergyVille, AMO, Genk, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESAT/ELECTA, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I89206478","https://openalex.org/I99464096"]},{"raw_affiliation_string":"EnergyVille, AMO, Genk, Belgium","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5094,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.68171328,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10663","display_name":"Advanced Battery Technologies Research","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9951000213623047,"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":0.9943000078201294,"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/computer-science","display_name":"Computer science","score":0.5655337572097778},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.470203697681427},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.46205368638038635},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2634733319282532},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1679631471633911}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5655337572097778},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.470203697681427},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.46205368638038635},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2634733319282532},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1679631471633911}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smartgridcomm47815.2020.9303016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm47815.2020.9303016","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","raw_type":"proceedings-article"}],"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":19,"referenced_works":["https://openalex.org/W158722652","https://openalex.org/W2037537012","https://openalex.org/W2078926545","https://openalex.org/W2165698076","https://openalex.org/W2241238095","https://openalex.org/W2549671876","https://openalex.org/W2552671119","https://openalex.org/W2767535599","https://openalex.org/W2801424816","https://openalex.org/W2810043223","https://openalex.org/W2908144308","https://openalex.org/W2909741517","https://openalex.org/W2954240174","https://openalex.org/W2966566505","https://openalex.org/W2979599048","https://openalex.org/W2990232357","https://openalex.org/W2992270489","https://openalex.org/W4253973752","https://openalex.org/W6836415002"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Recently,":[0],"building":[1,87,101,197,200],"owners":[2],"are":[3,50],"investing":[4],"in":[5,12,19,36,63,74,85,99,158],"rooftop":[6],"photovoltaic":[7],"(PV)":[8],"installations":[9],"and":[10,27,49,155],"batteries":[11,73],"order":[13],"to":[14,68,88,95,114,198,205,224],"meet":[15],"the":[16,58,70,80,108,129,132,159,163,179,186,206],"(facility)":[17],"load":[18],"their":[20,123],"buildings.":[21,38,75],"As":[22],"a":[23,83,92,97,138,190,212,225],"consequence,":[24],"several":[25],"commercial":[26],"research":[28],"solutions":[29,42],"have":[30],"emerged":[31],"for":[32,52],"battery":[33,84,98],"energy":[34,124,153],"management":[35],"such":[37],"Most":[39],"of":[40,60,72,82,131,162,178,188],"these":[41],"rely":[43],"on":[44,122,152],"sufficiently":[45],"accurate":[46],"system":[47],"models":[48],"tailor-made":[51],"those":[53],"systems.":[54],"This":[55,76],"work":[56],"proposes":[57],"use":[59,135],"transfer":[61],"learning":[62,66],"model-free":[64],"reinforcement":[65],"(RL)":[67],"control":[69,81,96,164],"operation":[71,130],"enables":[77],"knowledge":[78,177],"from":[79,195],"one":[86,196],"be":[89],"used":[90,113],"by":[91,148],"RL":[93,139,166],"algorithm":[94,111],"another":[100,199],"with":[102,117,168,193,218],"similar":[103,118],"characteristics.":[104],"In":[105],"this":[106],"paper,":[107],"K-shape":[109],"clustering":[110],"is":[112],"group":[115],"buildings":[116,203],"characteristics":[119],"-":[120,173,201,215,223],"based":[121],"consumption":[125,154],"patterns.":[126],"To":[127],"plan":[128],"batteries,":[133],"we":[134],"fitted":[136],"Q-iteration,":[137],"algorithm.":[140],"Simulation":[141,209],"results":[142,210],"using":[143],"real-world":[144],"data":[145,194],"show":[146,211],"that":[147],"including":[149],"forecast":[150],"information":[151],"PV":[156],"generation":[157],"feature":[160],"space":[161],"algorithm,":[165],"competes":[167],"mixed":[169],"integer":[170],"linear":[171],"programming":[172],"which":[174],"assumes":[175],"perfect":[176],"system.":[180],"We":[181],"also":[182],"investigate":[183],"through":[184],"simulation,":[185],"effect":[187],"transferring":[189],"policy":[191],"learned":[192],"all":[202],"belonging":[204],"same":[207],"cluster.":[208],"faster":[213],"convergence":[214,216],"achieved":[217],"fewer":[219],"training":[220],"samples":[221],"required":[222],"near":[226],"optimal":[227],"policy.":[228]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
