{"id":"https://openalex.org/W7225739742","doi":"https://doi.org/10.3390/electronics15225213","title":"Next-Day Electricity Load Forecasting with Daily\u2013Weekly Residual Structure: A Comparative Study","display_name":"Next-Day Electricity Load Forecasting with Daily\u2013Weekly Residual Structure: A Comparative Study","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225739742","doi":"https://doi.org/10.3390/electronics15225213"},"language":"en","primary_location":{"id":"doi:10.3390/electronics15225213","doi":"https://doi.org/10.3390/electronics15225213","is_oa":true,"landing_page_url":"https://doi.org/10.3390/electronics15225213","pdf_url":null,"source":{"id":"https://openalex.org/S4210202905","display_name":"Electronics","issn_l":"2079-9292","issn":["2079-9292"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/electronics15225213","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065631862","display_name":"Xiaofeng Li","orcid":"https://orcid.org/0000-0002-0981-5850","observed_orcids":["https://orcid.org/0000-0002-0981-5850"]},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaofeng Li","raw_affiliation_strings":["College of Science & Technology, Ningbo University, Ningbo 315300, China"],"raw_orcid":"https://orcid.org/0000-0002-0981-5850","affiliations":[{"raw_affiliation_string":"College of Science & Technology, Ningbo University, Ningbo 315300, China","institution_ids":["https://openalex.org/I109935558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065631862"],"corresponding_institution_ids":["https://openalex.org/I109935558"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2896},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2896},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":"22","first_page":"5213","last_page":"5213"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9990000128746033,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9990000128746033,"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/T10603","display_name":"Smart Grid Energy Management","score":0.00019999999494757503,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":9.999999747378752e-05,"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":[],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.8903999924659729},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.7257999777793884},{"id":"https://openalex.org/C2780069185","wikidata":"https://www.wikidata.org/wiki/Q7977945","display_name":"Equivalence (formal languages)","level":2,"score":0.6902999877929688},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5072000026702881},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.5015000104904175},{"id":"https://openalex.org/C138777275","wikidata":"https://www.wikidata.org/wiki/Q6884054","display_name":"Mixing (physics)","level":2,"score":0.4440000057220459},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.390500009059906},{"id":"https://openalex.org/C3018023364","wikidata":"https://www.wikidata.org/wiki/Q425265","display_name":"Significant difference","level":2,"score":0.3601999878883362},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3553999960422516},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C105054674","wikidata":"https://www.wikidata.org/wiki/Q3707381","display_name":"Mean difference","level":3,"score":0.33379998803138733},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31119999289512634},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.30480000376701355},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.29840001463890076},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/electronics15225213","doi":"https://doi.org/10.3390/electronics15225213","is_oa":true,"landing_page_url":"https://doi.org/10.3390/electronics15225213","pdf_url":null,"source":{"id":"https://openalex.org/S4210202905","display_name":"Electronics","issn_l":"2079-9292","issn":["2079-9292"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/electronics15225213","doi":"https://doi.org/10.3390/electronics15225213","is_oa":true,"landing_page_url":"https://doi.org/10.3390/electronics15225213","pdf_url":null,"source":{"id":"https://openalex.org/S4210202905","display_name":"Electronics","issn_l":"2079-9292","issn":["2079-9292"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Daily":[0],"and":[1,38,54,80,151],"weekly":[2],"load":[3],"profiles":[4],"provide":[5],"useful":[6],"forecasting":[7],"baselines,":[8],"but":[9,121],"the":[10,22,59,96,117,158,164],"benefit":[11],"of":[12,24,70,130],"learning":[13],"detailed":[14],"mixing":[15],"weights":[16],"remains":[17],"uncertain.":[18],"This":[19],"study":[20],"separates":[21],"value":[23],"periodic":[25,63,139],"output":[26],"structure":[27],"from":[28,43,87],"calibration":[29,65,146],"complexity":[30],"through":[31],"controlled":[32],"comparisons":[33],"with":[34,75],"statistical,":[35],"tree-based,":[36],"recurrent,":[37],"patch-Transformer":[39],"alternatives.":[40],"Hourly":[41],"observations":[42],"three":[44],"Tetouan":[45],"City":[46],"zones":[47],"are":[48],"evaluated":[49,165],"chronologically":[50],"using":[51],"repeated":[52],"training":[53],"paired":[55],"date-block":[56],"inference.":[57],"In":[58],"expanded-search":[60],"experiment,":[61],"static":[62],"residual":[64,78,88,140],"achieves":[66],"a":[67,106],"normalized":[68],"MAE":[69],"0.01615":[71],"\u00b1":[72],"0.00036,":[73],"compared":[74],"0.01817":[76],"for":[77,82,137],"LSTM":[79,89],"0.01636":[81],"frozen":[83],"coefficients.":[84],"The":[85,133],"difference":[86,98],"is":[90,99,102,135,147],"significant":[91],"after":[92],"Holm":[93],"correction,":[94],"whereas":[95],"frozen-versus-trainable":[97],"not;":[100],"equivalence":[101],"supported":[103],"only":[104,162],"under":[105],"relatively":[107],"broad":[108],"illustrative":[109],"tolerance.":[110],"A":[111],"separately":[112],"tuned":[113],"load-and-calendar":[114],"variant":[115],"has":[116],"lowest":[118],"mean":[119],"error,":[120],"matched-setting":[122],"tests":[123],"do":[124],"not":[125],"establish":[126],"an":[127],"adverse":[128],"effect":[129],"historical":[131],"weather.":[132],"contribution":[134],"evidence":[136],"selecting":[138],"models":[141],"without":[142],"assuming":[143],"that":[144],"finer-grained":[145],"necessary.":[148],"Cross-dataset,":[149],"sub-hourly,":[150],"renewable-integrated":[152],"net-load":[153],"validation":[154],"remain":[155],"future":[156],"work;":[157],"reported":[159],"findings":[160],"apply":[161],"to":[163],"hourly,":[166],"single-city":[167],"setting.":[168]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}
