{"id":"https://openalex.org/W4313015387","doi":"https://doi.org/10.3934/mfc.2022060","title":"Short-term household load forecasting based on Stacking-SCN","display_name":"Short-term household load forecasting based on Stacking-SCN","publication_year":2022,"publication_date":"2022-12-27","ids":{"openalex":"https://openalex.org/W4313015387","doi":"https://doi.org/10.3934/mfc.2022060"},"language":"en","primary_location":{"id":"doi:10.3934/mfc.2022060","is_oa":true,"landing_page_url":"https://doi.org/10.3934/mfc.2022060","pdf_url":"https://www.aimsciences.org/data/article/export-pdf?id=63a973acb2114e413cb4d6e2","source":{"id":"https://openalex.org/S4210238810","display_name":"Mathematical Foundations of Computing","issn_l":"2577-8838","issn":["2577-8838"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315844","host_organization_name":"American Institute of Mathematical Sciences","host_organization_lineage":["https://openalex.org/P4310315844"],"host_organization_lineage_names":["American Institute of Mathematical Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Foundations of Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.aimsciences.org/data/article/export-pdf?id=63a973acb2114e413cb4d6e2","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101816847","display_name":"Xifeng Guo","orcid":"https://orcid.org/0000-0003-3432-126X"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xifeng Guo","raw_affiliation_strings":["School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052684908","display_name":"Xinlu Wang","orcid":"https://orcid.org/0000-0002-1409-1359"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinlu Wang","raw_affiliation_strings":["School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072489431","display_name":"Yi Ning","orcid":"https://orcid.org/0000-0001-9851-0516"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Ning","raw_affiliation_strings":["School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003015592","display_name":"Baolong Yuan","orcid":"https://orcid.org/0000-0002-8094-0486"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baolong Yuan","raw_affiliation_strings":["School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100325337","display_name":"Hongwei Li","orcid":"https://orcid.org/0000-0002-5328-6407"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Li","raw_affiliation_strings":["School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Control Engineering Shenyang Jianzhu University, Shenyang 110168, China","institution_ids":["https://openalex.org/I83714178"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101816847"],"corresponding_institution_ids":["https://openalex.org/I83714178"],"apc_list":null,"apc_paid":null,"fwci":0.1829,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.49245376,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"7","issue":"1","first_page":"98","last_page":"112"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":1.0,"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":1.0,"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/T12368","display_name":"Grey System Theory Applications","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9836000204086304,"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/stacking","display_name":"Stacking","score":0.8519355058670044},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7033449411392212},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6825852990150452},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.60100919008255},{"id":"https://openalex.org/keywords/volatility","display_name":"Volatility (finance)","score":0.5244048833847046},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4495781362056732},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.381511390209198},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33580952882766724},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.2320885956287384},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12096267938613892}],"concepts":[{"id":"https://openalex.org/C33347731","wikidata":"https://www.wikidata.org/wiki/Q285210","display_name":"Stacking","level":2,"score":0.8519355058670044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7033449411392212},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6825852990150452},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.60100919008255},{"id":"https://openalex.org/C91602232","wikidata":"https://www.wikidata.org/wiki/Q756115","display_name":"Volatility (finance)","level":2,"score":0.5244048833847046},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4495781362056732},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.381511390209198},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33580952882766724},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.2320885956287384},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12096267938613892},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3934/mfc.2022060","is_oa":true,"landing_page_url":"https://doi.org/10.3934/mfc.2022060","pdf_url":"https://www.aimsciences.org/data/article/export-pdf?id=63a973acb2114e413cb4d6e2","source":{"id":"https://openalex.org/S4210238810","display_name":"Mathematical Foundations of Computing","issn_l":"2577-8838","issn":["2577-8838"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315844","host_organization_name":"American Institute of Mathematical Sciences","host_organization_lineage":["https://openalex.org/P4310315844"],"host_organization_lineage_names":["American Institute of Mathematical Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Foundations of Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3934/mfc.2022060","is_oa":true,"landing_page_url":"https://doi.org/10.3934/mfc.2022060","pdf_url":"https://www.aimsciences.org/data/article/export-pdf?id=63a973acb2114e413cb4d6e2","source":{"id":"https://openalex.org/S4210238810","display_name":"Mathematical Foundations of Computing","issn_l":"2577-8838","issn":["2577-8838"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315844","host_organization_name":"American Institute of Mathematical Sciences","host_organization_lineage":["https://openalex.org/P4310315844"],"host_organization_lineage_names":["American Institute of Mathematical Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Foundations of Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313015387.pdf","grobid_xml":"https://content.openalex.org/works/W4313015387.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2004578488","https://openalex.org/W2344130254","https://openalex.org/W2524620548","https://openalex.org/W2562403923","https://openalex.org/W2593382986","https://openalex.org/W2597866042","https://openalex.org/W2601171548","https://openalex.org/W2775155156","https://openalex.org/W2792961021","https://openalex.org/W2800571504","https://openalex.org/W2805797750","https://openalex.org/W2899494475","https://openalex.org/W2911855859","https://openalex.org/W2963192981","https://openalex.org/W2964219545","https://openalex.org/W2969583644","https://openalex.org/W3008459696","https://openalex.org/W3045764167","https://openalex.org/W3080724736","https://openalex.org/W3089995744","https://openalex.org/W3090661556","https://openalex.org/W3114921025","https://openalex.org/W3117539672","https://openalex.org/W3152922106"],"related_works":["https://openalex.org/W2035329725","https://openalex.org/W4376641153","https://openalex.org/W2050788868","https://openalex.org/W4250391473","https://openalex.org/W4302292679","https://openalex.org/W2956222435","https://openalex.org/W4241625287","https://openalex.org/W2031579480","https://openalex.org/W2027634686","https://openalex.org/W2952283344"],"abstract_inverted_index":{"The":[0],"household":[1,57,88,170],"load":[2,17,58,89],"has":[3,173],"high":[4],"volatility":[5],"and":[6,26,46,60,74,141,146,152,182],"uncertainty,":[7],"which":[8,84],"plays":[9],"an":[10],"increasingly":[11],"important":[12],"role":[13],"in":[14,23,38],"short-term":[15,87,143,171],"power":[16,30],"forecasting":[18,62,90],"for":[19,36],"individual":[20],"residential":[21],"customers":[22],"the":[24,39,54,65,95,100,103,111,115,117,120,132,165,184],"operation":[25],"planning":[27],"of":[28,42,56,67,99,114,169,186],"future":[29],"grids.":[31],"There":[32],"is":[33,82],"still":[34],"room":[35],"improvement":[37],"prediction":[40,104,112,175,187],"accuracy":[41,105,185],"traditional":[43,133],"machine":[44],"learning":[45,48],"deep":[47,137],"models.":[49],"This":[50],"paper":[51],"firstly":[52],"analyzes":[53],"complexity":[55],"data":[59],"formulates":[61],"problems.":[63],"Then,":[64],"principle":[66],"stochastic":[68,78],"configuration":[69,79],"network":[70,80,101,129,179],"(SCN),":[71],"stacking":[72,76],"algorithm":[73],"a":[75,86],"integrated":[77],"(Stacking-SCN)":[81],"introduced,":[83],"constructs":[85],"model.":[91],"By":[92],"adaptively":[93],"constraining":[94],"output":[96],"weight":[97],"distribution":[98],"model,":[102],"can":[106,161],"be":[107],"improved.":[108],"To":[109],"show":[110,158],"performance":[113,154],"algorithm,":[116],"experiment":[118],"comparing":[119],"Stacking-SCN":[121,160],"model":[122],"with":[123,149],"incremental":[124],"random":[125],"vector":[126],"functional":[127],"link":[128],"(IRVFLN)":[130],"models,":[131],"SCN,":[134],"ensemble-SCN":[135],"(E-SCN),":[136],"neural":[138],"networks":[139],"(DNN)":[140],"long":[142],"memory":[144],"(LSTM),":[145],"verify":[147],"it":[148],"RMSE,":[150],"MAE":[151],"APE":[153],"metrics.":[155],"Experimental":[156],"results":[157],"that":[159],"more":[162],"effectively":[163,177],"express":[164],"time":[166],"series":[167],"relationship":[168],"load,":[172],"higher":[174],"accuracy,":[176],"prevents":[178],"over-fitting":[180],"problems,":[181],"improves":[183],"capabilities.":[188]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
