{"id":"https://openalex.org/W4413099202","doi":"https://doi.org/10.1016/j.ijin.2025.07.004","title":"GAN-based solar radiation forecast optimization for satellite communication networks","display_name":"GAN-based solar radiation forecast optimization for satellite communication networks","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413099202","doi":"https://doi.org/10.1016/j.ijin.2025.07.004"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijin.2025.07.004","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijin.2025.07.004","pdf_url":null,"source":{"id":"https://openalex.org/S4210202467","display_name":"International Journal of Intelligent Networks","issn_l":"2666-6030","issn":["2666-6030"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.ijin.2025.07.004","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100408399","display_name":"Chao Chen","orcid":"https://orcid.org/0000-0003-2094-9734"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Chen","raw_affiliation_strings":["School of Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100732221","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0003-1290-1984"},"institutions":[{"id":"https://openalex.org/I141301092","display_name":"China Meteorological Administration","ror":"https://ror.org/00bx3rb98","country_code":"CN","type":"government","lineage":["https://openalex.org/I141301092"]},{"id":"https://openalex.org/I4210137516","display_name":"Beijing Meteorological Bureau","ror":"https://ror.org/03wd9vk87","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210137516"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Liu","raw_affiliation_strings":["CMA Key Open Laboratory of Transforming Climate Resources to Economy, Chongqing, China","Public Meteorological Service Center, Wind and Solar Energy Center, and the Energy Meteorology Key Laboratory of the China Meteorological Administration, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CMA Key Open Laboratory of Transforming Climate Resources to Economy, Chongqing, China","institution_ids":[]},{"raw_affiliation_string":"Public Meteorological Service Center, Wind and Solar Energy Center, and the Energy Meteorology Key Laboratory of the China Meteorological Administration, Beijing, China","institution_ids":["https://openalex.org/I141301092","https://openalex.org/I4210137516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112948681","display_name":"Shizhong Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shizhong Zhao","raw_affiliation_strings":["School of Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100439310","display_name":"Muhammad Bilal","orcid":"https://orcid.org/0000-0001-5388-3183"},"institutions":[{"id":"https://openalex.org/I67415387","display_name":"Lancaster University","ror":"https://ror.org/04f2nsd36","country_code":"GB","type":"education","lineage":["https://openalex.org/I67415387"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad Bilal","raw_affiliation_strings":["School of Computing and Communications, Lancaster University, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Communications, Lancaster University, United Kingdom","institution_ids":["https://openalex.org/I67415387"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100732221"],"corresponding_institution_ids":["https://openalex.org/I141301092","https://openalex.org/I4210137516"],"apc_list":{"value":800,"currency":"USD","value_usd":800},"apc_paid":{"value":800,"currency":"USD","value_usd":800},"fwci":1.4557,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85703536,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"6","issue":null,"first_page":"89","last_page":"96"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998000264167786,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9890000224113464,"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"}},{"id":"https://openalex.org/T12309","display_name":"solar cell performance optimization","score":0.9528999924659729,"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/satellite","display_name":"Satellite","score":0.6174150705337524},{"id":"https://openalex.org/keywords/radiation","display_name":"Radiation","score":0.5181083083152771},{"id":"https://openalex.org/keywords/communications-satellite","display_name":"Communications satellite","score":0.5152671337127686},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49307629466056824},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.49123305082321167},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.43001994490623474},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3795210123062134},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.241120845079422},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2052302360534668},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17215189337730408},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16611096262931824},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.10093191266059875}],"concepts":[{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.6174150705337524},{"id":"https://openalex.org/C153385146","wikidata":"https://www.wikidata.org/wiki/Q18335","display_name":"Radiation","level":2,"score":0.5181083083152771},{"id":"https://openalex.org/C121308736","wikidata":"https://www.wikidata.org/wiki/Q149918","display_name":"Communications satellite","level":3,"score":0.5152671337127686},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49307629466056824},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.49123305082321167},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.43001994490623474},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3795210123062134},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.241120845079422},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2052302360534668},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17215189337730408},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16611096262931824},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.10093191266059875}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.ijin.2025.07.004","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijin.2025.07.004","pdf_url":null,"source":{"id":"https://openalex.org/S4210202467","display_name":"International Journal of Intelligent Networks","issn_l":"2666-6030","issn":["2666-6030"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8a2f90c8fec244ecae92fb12057989ad","is_oa":true,"landing_page_url":"https://doaj.org/article/8a2f90c8fec244ecae92fb12057989ad","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":"International Journal of Intelligent Networks, Vol 6, Iss , Pp 89-96 (2025)","raw_type":"article"},{"id":"pmh:oai:eprints.lancs.ac.uk:231213","is_oa":false,"landing_page_url":"https://eprints.lancs.ac.uk/id/eprint/231213/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1016/j.ijin.2025.07.004","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijin.2025.07.004","pdf_url":null,"source":{"id":"https://openalex.org/S4210202467","display_name":"International Journal of Intelligent Networks","issn_l":"2666-6030","issn":["2666-6030"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G2266259690","display_name":null,"funder_award_id":"62372242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6671549561","display_name":null,"funder_award_id":"BK20232032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8449891818","display_name":null,"funder_award_id":"92267104","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":43,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W2052669361","https://openalex.org/W2061465135","https://openalex.org/W2569349941","https://openalex.org/W2792890373","https://openalex.org/W2913211573","https://openalex.org/W2972425174","https://openalex.org/W2999903550","https://openalex.org/W3034426027","https://openalex.org/W3038129359","https://openalex.org/W3096831136","https://openalex.org/W3137688634","https://openalex.org/W3138340468","https://openalex.org/W3167000183","https://openalex.org/W3191161296","https://openalex.org/W3209340886","https://openalex.org/W4282945627","https://openalex.org/W4286494548","https://openalex.org/W4383215559","https://openalex.org/W4385764457","https://openalex.org/W4386879986","https://openalex.org/W4386980113","https://openalex.org/W4387611082","https://openalex.org/W4389080069","https://openalex.org/W4392101288","https://openalex.org/W4400239195","https://openalex.org/W4401594940","https://openalex.org/W4403996974","https://openalex.org/W4404959279","https://openalex.org/W4405259942","https://openalex.org/W4406213719","https://openalex.org/W4406765874","https://openalex.org/W4407684839","https://openalex.org/W4407836260","https://openalex.org/W4409356364","https://openalex.org/W6628877408","https://openalex.org/W6663571317","https://openalex.org/W6767578800","https://openalex.org/W6796145187","https://openalex.org/W6856616795","https://openalex.org/W6859105788","https://openalex.org/W6862151632","https://openalex.org/W6874844460"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2121524756","https://openalex.org/W782553550","https://openalex.org/W2013329914","https://openalex.org/W2392383081","https://openalex.org/W1618102658","https://openalex.org/W2028190576","https://openalex.org/W4206958678","https://openalex.org/W2373343648"],"abstract_inverted_index":{"Accurate":[0],"short-term":[1,89,219],"solar":[2,90,156,211,220],"radiation":[3,57,91,157,212,221],"forecasting":[4,32,92],"is":[5,121],"essential":[6],"for":[7,30,88],"the":[8,70,149,168,178,189],"stable":[9],"operation":[10],"and":[11,54,63,118,127,139,176,202,208,224,233,248],"dispatch":[12],"of":[13,72,199],"photovoltaic":[14],"power":[15],"generation":[16],"systems.":[17],"Advanced":[18],"encoder\u2013decoder":[19],"architectures,":[20],"utilizing":[21],"satellite":[22],"remote":[23],"sensing":[24],"data,":[25,244],"are":[26],"now":[27],"primary":[28],"techniques":[29],"this":[31,79],"task.":[33],"However,":[34],"these":[35,77],"methods":[36],"encounter":[37],"significant":[38],"limitations,":[39,78],"particularly":[40],"as":[41,108,143],"forecast":[42,150,164,222,250],"horizons":[43],"extend.":[44],"In":[45],"such":[46],"scenarios,":[47],"predictions":[48],"often":[49],"exhibit":[50],"spatial":[51],"texture":[52,200],"degradation":[53,201],"distortions":[55],"in":[56],"intensity.":[58],"This":[59,130],"significantly":[60,162],"reduces":[61,167],"precision":[62],"reliability,":[64],"making":[65],"it":[66],"difficult":[67],"to":[68,123,184,188,206,217],"meet":[69],"demands":[71],"high-precision":[73],"applications.":[74],"To":[75],"address":[76],"paper":[80],"proposes":[81],"GAN-Solar,":[82],"a":[83,135,140,144,228,234],"novel":[84],"quality":[85],"optimization":[86],"model":[87],"based":[93],"on":[94,154,242],"Generative":[95],"Adversarial":[96],"Networks":[97],"(GANs).":[98],"GAN-Solar":[99,161,216,241],"utilizes":[100],"an":[101],"ED-AttUNet":[102,191,231],"model,":[103],"enhanced":[104],"with":[105,230],"conditional":[106,119,237],"inputs,":[107],"its":[109],"generator.":[110],"A":[111],"discriminator,":[112],"incorporating":[113],"residual":[114],"structures,":[115],"progressive":[116],"downsampling,":[117],"information,":[120],"employed":[122],"distinguish":[124],"between":[125],"real":[126,243],"generated":[128],"forecasts.":[129],"adversarial":[131],"process,":[132],"guided":[133],"by":[134,173],"hybrid":[136],"loss":[137],"function":[138],"discriminator":[141,235],"treated":[142],"learnable":[145],"objective":[146],"function,":[147],"refines":[148],"quality.":[151,165,251],"Experimental":[152],"results":[153],"summer":[155],"data":[158],"demonstrate":[159],"that":[160],"improves":[163],"It":[166],"Root":[169],"Mean":[170],"Square":[171],"Error":[172],"approximately":[174],"3.2%":[175],"increases":[177],"Structural":[179],"Similarity":[180],"Index":[181],"from":[182],"0.84":[183],"0.87":[185],"when":[186],"compared":[187],"baseline":[190],"model.":[192],"The":[193],"proposed":[194],"method":[195],"effectively":[196],"mitigates":[197],"issues":[198],"intensity":[203],"distortion,":[204],"leading":[205],"clearer":[207],"more":[209],"accurate":[210],"predictions.":[213],"\u2022":[214,226,239],"Proposes":[215],"enhance":[218],"accuracy":[223],"realism.":[225],"Designs":[227],"GAN":[229],"generator":[232],"using":[236],"inputs.":[238],"Validates":[240],"showing":[245],"improved":[246],"metrics":[247],"visual":[249]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
