{"id":"https://openalex.org/W7162666997","doi":"https://doi.org/10.48550/arxiv.2605.28340","title":"Decision-focused learning for optimal PV-Battery scheduling","display_name":"Decision-focused learning for optimal PV-Battery scheduling","publication_year":2026,"publication_date":"2026-05-27","ids":{"openalex":"https://openalex.org/W7162666997","doi":"https://doi.org/10.48550/arxiv.2605.28340"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.28340","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.28340","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.28340","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094109497","display_name":"Joris Depoortere","orcid":"https://orcid.org/0009-0008-4195-7315"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Depoortere, Joris","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095515917","display_name":"Hussain Kazmi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kazmi, Hussain","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5072372342","display_name":"Johan Driesen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Driesen, Johan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.8460000157356262,"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":0.8460000157356262,"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/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.03200000151991844,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.027699999511241913,"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/photovoltaic-system","display_name":"Photovoltaic system","score":0.6417999863624573},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6211000084877014},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5773000121116638},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.5127000212669373},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4819999933242798},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4699000120162964},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.4413999915122986},{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.3978999853134155},{"id":"https://openalex.org/keywords/photovoltaics","display_name":"Photovoltaics","score":0.3790000081062317}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.6417999863624573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6355000138282776},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6211000084877014},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5773000121116638},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.5127000212669373},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4819999933242798},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4699000120162964},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.4413999915122986},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4081000089645386},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.3978999853134155},{"id":"https://openalex.org/C542589376","wikidata":"https://www.wikidata.org/wiki/Q192127","display_name":"Photovoltaics","level":3,"score":0.3790000081062317},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.35749998688697815},{"id":"https://openalex.org/C423512","wikidata":"https://www.wikidata.org/wiki/Q383973","display_name":"Electricity generation","level":3,"score":0.3425999879837036},{"id":"https://openalex.org/C170061395","wikidata":"https://www.wikidata.org/wiki/Q5468164","display_name":"Forecast skill","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C2777618391","wikidata":"https://www.wikidata.org/wiki/Q1483757","display_name":"Solar power","level":3,"score":0.30390000343322754},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.2922999858856201},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.28940001130104065},{"id":"https://openalex.org/C174303752","wikidata":"https://www.wikidata.org/wiki/Q3624438","display_name":"Forecast error","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.2732999920845032},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.28340","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.28340","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.28340","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.28340","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.5721290707588196}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,106,201],"use":[1],"of":[2,20,35,102,146,164,199],"residential":[3],"photovoltaics":[4],"has":[5],"increased":[6],"dramatically":[7],"in":[8,65,235],"recent":[9],"years.":[10],"With":[11],"battery":[12,104],"systems":[13],"becoming":[14],"more":[15],"affordable,":[16],"the":[17,45,73,98,121,156,169,174,189,207,211],"optimal":[18,100],"operation":[19],"a":[21,79,90,103,112,117,140,144,159],"photovoltaic-battery":[22],"system":[23],"can":[24],"bring":[25],"significant":[26,205],"savings":[27],"to":[28,43,55],"households.":[29],"Optimal":[30],"control":[31],"requires":[32],"correct":[33],"forecasts":[34],"underlying":[36],"parameters,":[37],"such":[38],"as":[39],"photovoltaic":[40,94],"power":[41],"generation,":[42],"schedule":[44],"battery.":[46],"While":[47],"forecasting":[48,248],"models":[49,225,249],"have":[50],"become":[51],"increasingly":[52],"accurate":[53],"due":[54],"algorithmic":[56],"advances":[57],"and":[58,86,143,214,250],"data":[59],"availability,":[60],"accuracy":[61,194],"is":[62,109,229],"typically":[63],"measured":[64],"generic":[66],"metrics":[67],"which":[68],"might":[69],"not":[70],"align":[71],"with":[72,226],"downstream":[74,99],"application.":[75],"This":[76],"study":[77],"proposes":[78],"decision-focused":[80,122,175],"learning":[81],"framework":[82],"that":[83,222],"integrates":[84],"optimization":[85,227,252],"prediction":[87],"by":[88,131,139,183],"training":[89],"Long":[91],"Short-Term":[92],"Memory":[93],"energy":[95],"forecaster":[96],"on":[97,192,244],"scheduling":[101],"system.":[105],"proposed":[107],"methodology":[108],"compared":[110],"against":[111,135],"standard":[113],"two-phase":[114],"approach.":[115],"Across":[116],"14-month":[118],"evaluation":[119],"period,":[120],"method":[123],"reduced":[124],"average":[125,181],"electricity":[126],"costs":[127],"across":[128,210],"twenty":[129,212],"buildings":[130],"3.6%":[132],"when":[133],"normalized":[134],"performance":[136],"bounds":[137],"defined":[138],"perfect":[141],"forecast":[142,224],"baseline":[145],"no":[147],"optimization.":[148],"Critically,":[149],"this":[150],"financial":[151],"improvement":[152],"was":[153],"achieved":[154],"despite":[155],"model":[157,176],"exhibiting":[158],"root":[160],"mean":[161,196],"squared":[162,197],"error":[163,198],"19.9%,":[165],"significantly":[166],"higher":[167],"than":[168],"decoupled":[170],"model's":[171],"8.2%.":[172],"Warm-starting":[173],"further":[177],"improves":[178],"results,":[179],"lowering":[180],"cost":[182,233],"approximately":[184],"8%,":[185],"while":[186],"also":[187],"mitigating":[188],"negative":[190],"impact":[191],"statistical":[193],"(root":[195],"13.7%).":[200],"findings":[202,243],"are":[203],"statistically":[204],"at":[206],"0.001":[208],"level":[209],"households":[213],"for":[215,231],"each":[216],"household":[217],"individually.":[218],"These":[219],"results":[220],"demonstrate":[221],"aligning":[223],"goals":[228],"key":[230],"achieving":[232],"advantages":[234],"PV-battery":[236],"systems.":[237],"Future":[238],"research":[239],"should":[240],"replicate":[241],"these":[242],"other":[245],"datasets,":[246],"alternate":[247,251],"algorithms.":[253]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-29T00:00:00"}