{"id":"https://openalex.org/W4407361206","doi":"https://doi.org/10.1109/isgteurope62998.2024.10863478","title":"Forecasting Day-Ahead PV Generation and Load Demand for an Individual Residential Consumer","display_name":"Forecasting Day-Ahead PV Generation and Load Demand for an Individual Residential Consumer","publication_year":2024,"publication_date":"2024-10-14","ids":{"openalex":"https://openalex.org/W4407361206","doi":"https://doi.org/10.1109/isgteurope62998.2024.10863478"},"language":"en","primary_location":{"id":"doi:10.1109/isgteurope62998.2024.10863478","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope62998.2024.10863478","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)","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/A5116226652","display_name":"Elias Mandefro Getie","orcid":null},"institutions":[{"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":true,"raw_author_name":"Elias Mandefro Getie","raw_affiliation_strings":["KU Leuven/EnergyVille,Dept.of Electrical Engineering,Leuven/Genk,Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven/EnergyVille,Dept.of Electrical Engineering,Leuven/Genk,Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"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/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":["KU Leuven/EnergyVille,Dept.of Electrical Engineering,Leuven/Genk,Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven/EnergyVille,Dept.of Electrical Engineering,Leuven/Genk,Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5116226652"],"corresponding_institution_ids":["https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25306801,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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":0.9817000031471252,"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":0.9817000031471252,"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":0.9412000179290771,"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/demand-forecasting","display_name":"Demand forecasting","score":0.6001331806182861},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47028329968452454},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.3747274875640869},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.27349936962127686},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.24448540806770325},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2040812373161316}],"concepts":[{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.6001331806182861},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47028329968452454},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.3747274875640869},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.27349936962127686},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.24448540806770325},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2040812373161316}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isgteurope62998.2024.10863478","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope62998.2024.10863478","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)","raw_type":"proceedings-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/759966","is_oa":false,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/759966","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE PES ISGT Europe 2024, Dubrovnik, Croatia, 14-17 October 2024","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322308","display_name":"KU Leuven","ror":"https://ror.org/05f950310"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1992126043","https://openalex.org/W2555523756","https://openalex.org/W2754252319","https://openalex.org/W2979648277","https://openalex.org/W2989595069","https://openalex.org/W2998310744","https://openalex.org/W3103277488","https://openalex.org/W3126094341","https://openalex.org/W3128276472","https://openalex.org/W4205163407","https://openalex.org/W4220877827","https://openalex.org/W4308092071","https://openalex.org/W4316659920","https://openalex.org/W4387717551"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Accurate":[0],"day-ahead":[1,59,152],"forecasting":[2,153],"of":[3,19,38,61,73,98,106,115,151,154],"PV":[4,26,65,91,120],"generation":[5,27,92,121],"and":[6,28,64,93,109,158],"load":[7,29,62,94,130,159],"demand":[8,30,63,160],"for":[9,31,58,119,128],"an":[10,32],"individual":[11,33],"consumer":[12,34,76],"gets":[13],"more":[14],"attention":[15],"as":[16,161],"the":[17,89,99,124,129,136,140,144,149,164],"deployment":[18],"PV-battery":[20],"systems":[21],"increases.":[22],"The":[23,67,96,112],"uncertainty":[24],"in":[25,104,123,135],"requires":[35],"optimal":[36],"operation":[37],"batteries":[39],"to":[40,87,163],"increase":[41],"flexibility.":[42],"In":[43],"this":[44],"paper,":[45],"a":[46,74,79,83],"data-driven,":[47],"long-short-term":[48],"memory":[49],"(LSTM)-based":[50],"recurrent":[51],"neural":[52],"network":[53],"(RNN)":[54],"method":[55,69,101],"is":[56,102,117,133],"used":[57],"prediction":[60,122],"generation.":[66],"proposed":[68,100],"uses":[70],"historical":[71],"data":[72],"single":[75],"collected":[77],"from":[78],"smart":[80],"meter":[81],"with":[82],"5-minute":[84],"time":[85],"resolution":[86],"forecast":[88],"next-day":[90],"demand.":[95],"performance":[97,141],"evaluated":[103],"terms":[105],"RMSE,":[107],"MSE,":[108],"MAE":[110],"values.":[111],"smallest":[113],"value":[114],"RMSE":[116],"observed":[118,134],"summer":[125],"season,":[126],"whereas":[127],"profile,":[131],"it":[132],"winter.":[137],"Based":[138],"on":[139],"evaluation":[142],"metrics,":[143],"data-driven":[145],"LSTM":[146],"model":[147,166],"improves":[148],"accuracy":[150],"solar":[155],"power":[156],"output":[157],"compared":[162],"persistence":[165],"(PM).":[167]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}