{"id":"https://openalex.org/W4413799645","doi":"https://doi.org/10.1186/s42162-025-00568-8","title":"A multi-step day-ahead wind power forecasting based on VMD-LSTM-EFG-ABC technique","display_name":"A multi-step day-ahead wind power forecasting based on VMD-LSTM-EFG-ABC technique","publication_year":2025,"publication_date":"2025-08-28","ids":{"openalex":"https://openalex.org/W4413799645","doi":"https://doi.org/10.1186/s42162-025-00568-8"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-025-00568-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00568-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00568-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00568-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113273231","display_name":"Shobanadevi Ayyavu","orcid":null},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Shobanadevi Ayyavu","raw_affiliation_strings":["Centre for Intelligent Cloud Computing, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, 75450, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Intelligent Cloud Computing, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, 75450, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025712916","display_name":"Md Shohel Sayeed","orcid":"https://orcid.org/0000-0002-0052-4870"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Md Shohel Sayeed","raw_affiliation_strings":["Centre for Intelligent Cloud Computing, CoE for Advanced Cloud, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, 75450, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Intelligent Cloud Computing, CoE for Advanced Cloud, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, 75450, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103068959","display_name":"Abdul Razak","orcid":"https://orcid.org/0000-0002-6108-3183"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Siti Fatimah Abdul Razak","raw_affiliation_strings":["Centre for Intelligent Cloud Computing, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, 75450, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Intelligent Cloud Computing, Faculty of Information Science and Technology, Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang, Melaka, 75450, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5025712916"],"corresponding_institution_ids":["https://openalex.org/I173029219"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":0.7613,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76750261,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"8","issue":"1","first_page":null,"last_page":null},"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.5227146744728088},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4965205788612366},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4547845125198364},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.4497704803943634},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3510802984237671},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.25465285778045654},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1979445517063141},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.17840668559074402}],"concepts":[{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5227146744728088},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4965205788612366},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4547845125198364},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.4497704803943634},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3510802984237671},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25465285778045654},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1979445517063141},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.17840668559074402},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-025-00568-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00568-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00568-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:07ea1cfb049641309a1c08ea329774bf","is_oa":true,"landing_page_url":"https://doaj.org/article/07ea1cfb049641309a1c08ea329774bf","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energy Informatics, Vol 8, Iss 1, Pp 1-22 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-025-00568-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-025-00568-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-025-00568-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413799645.pdf","grobid_xml":"https://content.openalex.org/works/W4413799645.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W61757119","https://openalex.org/W1984061847","https://openalex.org/W2019543807","https://openalex.org/W2064675550","https://openalex.org/W2135160607","https://openalex.org/W2737356448","https://openalex.org/W2769156605","https://openalex.org/W2773931999","https://openalex.org/W2783204403","https://openalex.org/W2790834859","https://openalex.org/W2884415573","https://openalex.org/W2895861596","https://openalex.org/W2896920734","https://openalex.org/W2898515673","https://openalex.org/W2899887821","https://openalex.org/W2899996856","https://openalex.org/W2901240220","https://openalex.org/W2901964425","https://openalex.org/W2904016210","https://openalex.org/W2911312752","https://openalex.org/W2922403949","https://openalex.org/W2936236242","https://openalex.org/W2960560113","https://openalex.org/W2962996339","https://openalex.org/W2973960501","https://openalex.org/W2974313728","https://openalex.org/W2977676336","https://openalex.org/W2979695010","https://openalex.org/W2980223420","https://openalex.org/W2983687539","https://openalex.org/W2990255447","https://openalex.org/W2997464701","https://openalex.org/W2998674109","https://openalex.org/W2998687139","https://openalex.org/W3018589140","https://openalex.org/W3024990888","https://openalex.org/W3044436817","https://openalex.org/W3046194311","https://openalex.org/W3089243611","https://openalex.org/W3091450960","https://openalex.org/W3123742910","https://openalex.org/W3142218652","https://openalex.org/W3162334116","https://openalex.org/W3189366232","https://openalex.org/W3216388449"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Accurate":[0],"and":[1,65,156,179],"robust":[2],"wind":[3,7,35,63,166,183],"power":[4,24,28,36,64,167],"prediction":[5,38,110,135,168],"for":[6,93],"farms":[8],"could":[9],"significantly":[10],"decrease":[11],"the":[12,27,46,61,75,80,84,91,94,99,127,131,148,176],"substantial":[13],"effect":[14],"on":[15],"grid":[16],"operating":[17],"safety":[18],"caused":[19],"by":[20,113],"integrating":[21],"high-permeability":[22],"intermittent":[23],"supplies":[25],"into":[26,68],"grid.":[29],"The":[30,54,71,102,162],"article":[31],"introduces":[32],"a":[33],"new":[34],"multistep":[37,109,134],"model":[39,129,150],"combining":[40],"Variational":[41],"Mode":[42],"De-composition":[43],"(VMD)":[44],"with":[45,116],"Long":[47],"Short-Term":[48],"Enhanced":[49],"Forget":[50],"Gate":[51],"(LSTM_EFG)":[52],"network.":[53],"VMD":[55],"is":[56],"occupied":[57],"to":[58,145,152,171,175],"break":[59],"down":[60],"initial":[62],"speed":[66],"data":[67],"various":[69],"sub-layers.":[70],"LSTM_EFG":[72],"network":[73,92],"predicts":[74],"low-frequency":[76],"sub-layers":[77,96],"extracted":[78],"from":[79,98,121],"VMD.":[81],"In":[82],"contrast,":[83],"Artificial":[85],"Bee":[86],"Colony":[87],"optimization":[88],"algorithm":[89],"fine-tunes":[90],"high-frequency":[95],"acquired":[97],"VMD-LSTM-EFG":[100],"model.":[101],"high":[103],"performance":[104,136],"of":[105,138,164],"projected":[106,128],"methods":[107],"in":[108,143,158,182],"was":[111],"evaluated":[112],"comparing":[114],"them":[115],"eight":[117],"different":[118],"models.":[119],"Results":[120],"four":[122],"experiments":[123],"show":[124],"that:":[125],"(a)":[126],"exhibits":[130],"most":[132],"superior":[133],"out":[137],"all":[139],"models":[140,169],"tested;":[141],"(b)":[142],"comparison":[144],"other":[146],"models,":[147],"proposed":[149],"proves":[151],"be":[153],"more":[154],"efficient":[155],"resilient":[157],"capturing":[159],"trend":[160],"information.":[161],"implementation":[163],"accurate":[165],"continues":[170],"pose":[172],"challenges":[173],"due":[174],"unpredictable,":[177],"sudden,":[178],"seasonal":[180],"changes":[181],"patterns.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}