{"id":"https://openalex.org/W7140193157","doi":"https://doi.org/10.1111/exsy.70241","title":"Decision\u2010Oriented Renewable Scenario Generation Based on Multi\u2010Scale Decomposition and <scp>WGAN</scp> \u2010 <scp>GP</scp>","display_name":"Decision\u2010Oriented Renewable Scenario Generation Based on Multi\u2010Scale Decomposition and <scp>WGAN</scp> \u2010 <scp>GP</scp>","publication_year":2026,"publication_date":"2026-03-24","ids":{"openalex":"https://openalex.org/W7140193157","doi":"https://doi.org/10.1111/exsy.70241"},"language":"en","primary_location":{"id":"doi:10.1111/exsy.70241","is_oa":false,"landing_page_url":"https://doi.org/10.1111/exsy.70241","pdf_url":null,"source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems","raw_type":"journal-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":null,"display_name":"Hao Hong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hao Hong","raw_affiliation_strings":["School of Management and Engineering Nanjing University  Nanjing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Engineering Nanjing University  Nanjing China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Bo Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Bo Wang","raw_affiliation_strings":["School of Management and Engineering Nanjing University  Nanjing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Engineering Nanjing University  Nanjing China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhihang Yu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhihang Yu","raw_affiliation_strings":["School of Management and Engineering Nanjing University  Nanjing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Engineering Nanjing University  Nanjing China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jingshi Cui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jingshi Cui","raw_affiliation_strings":["School of Management and Engineering Nanjing University  Nanjing China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Management and Engineering Nanjing University  Nanjing China","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Junzo Watada","orcid":"https://orcid.org/0000-0002-3322-2086"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junzo Watada","raw_affiliation_strings":["Graduate School of Information, Production and Systems Waseda University  Kitakyyushu Japan"],"raw_orcid":"https://orcid.org/0000-0002-3322-2086","affiliations":[{"raw_affiliation_string":"Graduate School of Information, Production and Systems Waseda University  Kitakyyushu Japan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3860,"currency":"USD","value_usd":3860},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.64770619,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":"5","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":0.7874000072479248,"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":0.7874000072479248,"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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.0575999990105629,"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/T10424","display_name":"Electric Power System Optimization","score":0.04129999876022339,"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/renewable-energy","display_name":"Renewable energy","score":0.7365000247955322},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5052000284194946},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.4336000084877014},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.3846000134944916},{"id":"https://openalex.org/keywords/economic-dispatch","display_name":"Economic dispatch","score":0.3774999976158142},{"id":"https://openalex.org/keywords/electricity-generation","display_name":"Electricity generation","score":0.37119999527931213},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.3531000018119812}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8370000123977661},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.7365000247955322},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5052000284194946},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.4336000084877014},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.41100001335144043},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.3846000134944916},{"id":"https://openalex.org/C187633118","wikidata":"https://www.wikidata.org/wiki/Q1317949","display_name":"Economic dispatch","level":4,"score":0.3774999976158142},{"id":"https://openalex.org/C423512","wikidata":"https://www.wikidata.org/wiki/Q383973","display_name":"Electricity generation","level":3,"score":0.37119999527931213},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.3531000018119812},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C4311470","wikidata":"https://www.wikidata.org/wiki/Q159719","display_name":"Power station","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2782999873161316},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.2757999897003174},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C104122410","wikidata":"https://www.wikidata.org/wiki/Q1416406","display_name":"Network model","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/exsy.70241","is_oa":false,"landing_page_url":"https://doi.org/10.1111/exsy.70241","pdf_url":null,"source":{"id":"https://openalex.org/S72232612","display_name":"Expert Systems","issn_l":"0266-4720","issn":["0266-4720","1468-0394"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6591199636459351,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G7892019654","display_name":null,"funder_award_id":"72471109","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2135930185","https://openalex.org/W2148402438","https://openalex.org/W2326071594","https://openalex.org/W2524483396","https://openalex.org/W2734370446","https://openalex.org/W2738763632","https://openalex.org/W2896710966","https://openalex.org/W2933661932","https://openalex.org/W2964791945","https://openalex.org/W2986302265","https://openalex.org/W3003240135","https://openalex.org/W3011829128","https://openalex.org/W3033520335","https://openalex.org/W3034797134","https://openalex.org/W3038129359","https://openalex.org/W3048169169","https://openalex.org/W3092984114","https://openalex.org/W3093877613","https://openalex.org/W3119825705","https://openalex.org/W3139024363","https://openalex.org/W3152959884","https://openalex.org/W3185003435","https://openalex.org/W3203323655","https://openalex.org/W3212103416","https://openalex.org/W4206488798","https://openalex.org/W4293203052","https://openalex.org/W4309192641","https://openalex.org/W4320489958","https://openalex.org/W4323075836","https://openalex.org/W4377086326","https://openalex.org/W4388270736","https://openalex.org/W4391306134","https://openalex.org/W4391479438","https://openalex.org/W4391507190","https://openalex.org/W4395482065","https://openalex.org/W4402273574","https://openalex.org/W4403000765","https://openalex.org/W4404141859","https://openalex.org/W4406168675"],"related_works":[],"abstract_inverted_index":{"ABSTRACT":[0],"Nowadays,":[1],"with":[2,37,78,101],"the":[3,59,66,69,87],"growing":[4],"penetration":[5],"of":[6,51,61,68,89,104],"renewable":[7,24,52],"generation,":[8,65],"economic":[9,56],"dispatch":[10],"is":[11,40,72],"increasingly":[12],"important":[13],"in":[14],"short\u2010term":[15],"power":[16,79,96],"system":[17,97],"operation.":[18],"In":[19],"this":[20],"paper,":[21],"a":[22,75,102],"deep":[23],"scenario":[25,105],"generation":[26,106],"model":[27,90],"combining":[28],"Multi\u2010Scale":[29],"Decomposition":[30],"mixer":[31],"and":[32,55,63,95,107],"Wasserstein":[33],"Generative":[34],"Adversarial":[35],"Network":[36],"Gradient":[38],"Penalty":[39],"proposed":[41,70],"to":[42],"achieve":[43],"novel":[44],"decision\u2010oriented":[45],"forecasting,":[46],"thus":[47],"realizing":[48],"effective":[49],"characterization":[50],"temporal":[53],"dynamics":[54],"performance.":[57],"From":[58],"perspective":[60],"wind":[62],"solar":[64],"validity":[67],"method":[71],"demonstrated":[73],"on":[74],"real\u2010world":[76],"dataset":[77],"station":[80],"at":[81],"regional":[82],"level.":[83],"Experimental":[84],"results":[85],"confirm":[86],"superiority":[88],"performance":[91],"through":[92],"statistical":[93],"indicators":[94],"scheduling":[98],"test,":[99],"compared":[100],"number":[103],"time":[108],"series":[109],"forecasting":[110],"benchmarks.":[111]},"counts_by_year":[],"updated_date":"2026-03-25T13:09:30.665167","created_date":"2026-03-25T00:00:00"}
