{"id":"https://openalex.org/W4405811899","doi":"https://doi.org/10.1109/access.2024.3522656","title":"Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM","display_name":"Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM","publication_year":2024,"publication_date":"2024-12-26","ids":{"openalex":"https://openalex.org/W4405811899","doi":"https://doi.org/10.1109/access.2024.3522656"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3522656","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3522656","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3522656","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048543103","display_name":"Yibo Lai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yibo Lai","raw_affiliation_strings":["State Grid Hangzhou Power Supply Company, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Hangzhou Power Supply Company, Hangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112855169","display_name":"Qifeng Wang","orcid":"https://orcid.org/0009-0003-9073-121X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qifeng Wang","raw_affiliation_strings":["State Grid Hangzhou Power Supply Company, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Hangzhou Power Supply Company, Hangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101519262","display_name":"Gang Chen","orcid":"https://orcid.org/0009-0006-8009-9339"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Chen","raw_affiliation_strings":["Advanced Institute of Information Technology, Peking University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Institute of Information Technology, Peking University, Hangzhou, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101970569","display_name":"Yu Bai","orcid":"https://orcid.org/0000-0001-5562-5102"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Bai","raw_affiliation_strings":["Advanced Institute of Information Technology, Peking University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5562-5102","affiliations":[{"raw_affiliation_string":"Advanced Institute of Information Technology, Peking University, Hangzhou, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056169426","display_name":"Peiyu Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiyu Zhao","raw_affiliation_strings":["Advanced Institute of Information Technology, Peking University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-3506-0216","affiliations":[{"raw_affiliation_string":"Advanced Institute of Information Technology, Peking University, Hangzhou, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaojing Liao","orcid":"https://orcid.org/0009-0002-0760-2023"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojing Liao","raw_affiliation_strings":["Advanced Institute of Information Technology, Peking University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-0760-2023","affiliations":[{"raw_affiliation_string":"Advanced Institute of Information Technology, Peking University, Hangzhou, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101902554","display_name":"Shuang Wu","orcid":"https://orcid.org/0009-0001-1671-7618"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Wu","raw_affiliation_strings":["Advanced Institute of Information Technology, Peking University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Institute of Information Technology, Peking University, Hangzhou, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091882124","display_name":"Changyou Men","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142178","display_name":"Hangzhou DAC Biotech (China)","ror":"https://ror.org/04hy71c73","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210142178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changyou Men","raw_affiliation_strings":["Hangzhou Vango Technologies Inc., Hangzhou, China","Hangzhou Vango Technologies, Inc, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Vango Technologies Inc., Hangzhou, China","institution_ids":["https://openalex.org/I4210142178"]},{"raw_affiliation_string":"Hangzhou Vango Technologies, Inc, Hangzhou, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088352248","display_name":"Quan Sun","orcid":"https://orcid.org/0000-0001-8384-8047"},"institutions":[{"id":"https://openalex.org/I4210142178","display_name":"Hangzhou DAC Biotech (China)","ror":"https://ror.org/04hy71c73","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210142178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quan Sun","raw_affiliation_strings":["Hangzhou Vango Technologies Inc., Hangzhou, China","Hangzhou Vango Technologies, Inc, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Vango Technologies Inc., Hangzhou, China","institution_ids":["https://openalex.org/I4210142178"]},{"raw_affiliation_string":"Hangzhou Vango Technologies, Inc, Hangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.8654,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.74446126,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"10481","last_page":"10488"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14276","display_name":"Power Systems and Technologies","score":0.79830002784729,"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/T14276","display_name":"Power Systems and Technologies","score":0.79830002784729,"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/term","display_name":"Term (time)","score":0.7222833633422852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6984180212020874},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4665370285511017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4206588864326477}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7222833633422852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6984180212020874},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4665370285511017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4206588864326477},{"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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3522656","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3522656","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1205be4b191c4932918e5ad8a33e75d5","is_oa":true,"landing_page_url":"https://doaj.org/article/1205be4b191c4932918e5ad8a33e75d5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 10481-10488 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3522656","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3522656","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1975167999","https://openalex.org/W2000982976","https://openalex.org/W2174096604","https://openalex.org/W2748388862","https://openalex.org/W2782921729","https://openalex.org/W2791047295","https://openalex.org/W2917883546","https://openalex.org/W2921144914","https://openalex.org/W2923962282","https://openalex.org/W2984011474","https://openalex.org/W2996412301","https://openalex.org/W3033561277","https://openalex.org/W3109872608","https://openalex.org/W3198972119","https://openalex.org/W3205257834","https://openalex.org/W4225283369","https://openalex.org/W4317940693","https://openalex.org/W4378364459","https://openalex.org/W4380078829","https://openalex.org/W4392864027","https://openalex.org/W4403440516"],"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":{"Aiming":[0],"at":[1],"the":[2,16,19,35,71,79,85,100,107,131,148,157,168],"diversity":[3],"and":[4,9,13,32,59,76,99,123,165],"flexibility":[5],"of":[6,18,67,110,170],"electric":[7],"loads":[8],"their":[10],"inherent":[11],"nonlinearity":[12],"temporality":[14],"in":[15,127],"context":[17],"new":[20],"era.":[21],"A":[22],"forecasting":[23],"method":[24,159],"is":[25,96,103,116],"proposed":[26,158],"combining":[27],"Variational":[28],"Modal":[29],"Decomposition":[30],"(VMD)":[31],"EDE-BiLSTM.":[33],"Initially,":[34],"load":[36,119,173],"data":[37],"are":[38,49],"decomposed":[39],"using":[40,118],"VMD":[41],"to":[42,62,83],"obtain":[43],"several":[44],"modal":[45,72,94],"components.":[46,112],"These":[47],"components":[48,73],"then":[50],"integrated":[51],"with":[52,134],"temperature,":[53],"wind":[54],"speed,":[55],"precipitation,":[56],"electricity":[57],"price,":[58],"holiday":[60],"characteristics":[61],"capture":[63],"a":[64],"comprehensive":[65],"set":[66],"influencing":[68],"factors.":[69],"Subsequently,":[70],"undergo":[74],"training":[75],"learning":[77],"through":[78],"EDE-BiLSTM":[80],"model,":[81],"aiming":[82],"minimize":[84],"test":[86],"set\u2019s":[87],"root":[88,135],"mean":[89,136,140],"square":[90,137],"error":[91,138,143],"(RMSE).":[92],"Each":[93],"component":[95],"modelled":[97],"individually,":[98],"final":[101],"prediction":[102],"derived":[104],"by":[105],"summing":[106],"predicted":[108],"values":[109],"all":[111],"The":[113,125,152],"method\u2019s":[114],"effectiveness":[115],"validated":[117],"datasets":[120,150],"from":[121],"Singapore":[122],"Australia.":[124],"model":[126,133],"this":[128],"paper":[129],"outperforms":[130],"comparison":[132],"(RMSE),":[139],"absolute":[141],"percentage":[142],"(MAPE),and":[144],"R-squared":[145],"(R2)":[146],"for":[147],"two":[149],"respectively.":[151],"experimental":[153],"results":[154],"show":[155],"that":[156],"performs":[160],"better":[161],"than":[162],"other":[163],"methods":[164],"can":[166],"improve":[167],"accuracy":[169],"short-term":[171],"power":[172],"forecasting.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}