{"id":"https://openalex.org/W4406387816","doi":"https://doi.org/10.1109/tii.2024.3523575","title":"Ultra Short-Term Solar Irradiance Forecast Based on Multimodal Data Fusion and Fuzzification","display_name":"Ultra Short-Term Solar Irradiance Forecast Based on Multimodal Data Fusion and Fuzzification","publication_year":2025,"publication_date":"2025-01-15","ids":{"openalex":"https://openalex.org/W4406387816","doi":"https://doi.org/10.1109/tii.2024.3523575"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2024.3523575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3523575","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","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":"https://openalex.org/A5012365416","display_name":"Xiangsen Wei","orcid":"https://orcid.org/0009-0000-5275-1429"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangsen Wei","raw_affiliation_strings":["Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0000-5275-1429","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727487","display_name":"Dong Yue","orcid":"https://orcid.org/0000-0001-7810-9338"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Yue","raw_affiliation_strings":["Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-7810-9338","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088746380","display_name":"Gerhard P. Hancke","orcid":"https://orcid.org/0000-0002-4026-687X"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gerhard P. Hancke","raw_affiliation_strings":["College of Automation and Artificial In telligence, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-4026-687X","affiliations":[{"raw_affiliation_string":"College of Automation and Artificial In telligence, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052769076","display_name":"Chunxia Dou","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxia Dou","raw_affiliation_strings":["Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-8714-655X","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013171880","display_name":"Houjun Li","orcid":"https://orcid.org/0000-0002-7514-5656"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Houjun Li","raw_affiliation_strings":["Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-7514-5656","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology for Carbon Neutrality, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100567192","display_name":"Yang Qiu","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Qiu","raw_affiliation_strings":["School of Modern Posts, Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0008-1666-393X","affiliations":[{"raw_affiliation_string":"School of Modern Posts, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5012365416"],"corresponding_institution_ids":["https://openalex.org/I41198531"],"apc_list":null,"apc_paid":null,"fwci":25.4924,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.99382389,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"21","issue":"4","first_page":"3256","last_page":"3265"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.982699990272522,"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":0.982699990272522,"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/T12368","display_name":"Grey System Theory Applications","score":0.9358000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.7165569067001343},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.6113001704216003},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5199629068374634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5191847085952759},{"id":"https://openalex.org/keywords/solar-irradiance","display_name":"Solar irradiance","score":0.5112662315368652},{"id":"https://openalex.org/keywords/irradiance","display_name":"Irradiance","score":0.4747864603996277},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.44387680292129517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3766930103302002},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.3759767413139343},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34895598888397217},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.30473288893699646},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09733593463897705},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07834768295288086}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7165569067001343},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.6113001704216003},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5199629068374634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5191847085952759},{"id":"https://openalex.org/C9695528","wikidata":"https://www.wikidata.org/wiki/Q7556707","display_name":"Solar irradiance","level":2,"score":0.5112662315368652},{"id":"https://openalex.org/C46423501","wikidata":"https://www.wikidata.org/wiki/Q830654","display_name":"Irradiance","level":2,"score":0.4747864603996277},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.44387680292129517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3766930103302002},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.3759767413139343},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34895598888397217},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.30473288893699646},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09733593463897705},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07834768295288086},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2024.3523575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3523575","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.4300000071525574}],"awards":[{"id":"https://openalex.org/G3545694276","display_name":null,"funder_award_id":"62293500","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3603755728","display_name":null,"funder_award_id":"62293505","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2001459659","https://openalex.org/W2001464819","https://openalex.org/W2064675550","https://openalex.org/W2075152505","https://openalex.org/W2742405665","https://openalex.org/W2802014064","https://openalex.org/W2884380318","https://openalex.org/W2915701005","https://openalex.org/W2946584221","https://openalex.org/W2965899697","https://openalex.org/W3021445785","https://openalex.org/W3090232294","https://openalex.org/W3102795945","https://openalex.org/W3115134954","https://openalex.org/W3138516171","https://openalex.org/W3147053664","https://openalex.org/W3200357735","https://openalex.org/W3206368551","https://openalex.org/W3214196266","https://openalex.org/W4210435842","https://openalex.org/W4285161920","https://openalex.org/W4367598556","https://openalex.org/W4381245607","https://openalex.org/W4382203079","https://openalex.org/W4391040852","https://openalex.org/W4392741104","https://openalex.org/W4393370891","https://openalex.org/W6777880200","https://openalex.org/W6845625448"],"related_works":["https://openalex.org/W1530649511","https://openalex.org/W3104379783","https://openalex.org/W2131174359","https://openalex.org/W4322211974","https://openalex.org/W2884263184","https://openalex.org/W2995848355","https://openalex.org/W1749313231","https://openalex.org/W3201088759","https://openalex.org/W2023949803","https://openalex.org/W1578057650"],"abstract_inverted_index":{"The":[0,49],"intermittency":[1],"of":[2,9,16,26,40,61,72],"solar":[3,27,42,62,73],"irradiance":[4,109],"is":[5,56,101,116,149],"the":[6,13,23,32,38,70,88,128,135,146,191,201],"main":[7,50],"cause":[8],"rapid":[10],"fluctuations":[11,21],"in":[12,35,177],"power":[14,28],"output":[15],"photovoltaic":[17],"(PV)":[18],"systems.":[19],"These":[20],"hinder":[22],"large-scale":[24],"integration":[25],"generation":[29],"equipment":[30],"into":[31],"grid,":[33],"which":[34],"turn":[36],"hinders":[37],"process":[39],"utilizing":[41,79],"energy":[43],"resources":[44],"to":[45,52,57,68,86,103,118,123,151,166,206],"reduce":[46],"carbon":[47],"emissions.":[48],"way":[51],"solve":[53],"this":[54],"dilemma":[55],"achieve":[58],"high-precision":[59],"forecasting":[60,89,93,203],"irradiance.":[63],"Although":[64],"various":[65],"methods":[66],"exist":[67],"forecast":[69,104],"variations":[71],"irradiance,":[74],"few":[75],"focus":[76],"on":[77,187],"fully":[78],"multimodal":[80,96],"data":[81,97,122,130,137,155,172,176,188],"information":[82],"and":[83,99,140,173,199],"fuzzy":[84,147,153,174],"method":[85,94,115,148,182],"improve":[87],"performance.":[90],"Therefore,":[91],"a":[92,112],"combining":[95],"fusion":[98],"fuzzification":[100],"proposed":[102],"ultra":[105],"short-term":[106],"global":[107],"horizontal":[108],"(GHI).":[110],"First,":[111],"modal":[113,121,125],"conversion":[114],"designed":[117],"convert":[119],"temporal":[120],"spatial":[124],"data.":[126],"Then,":[127],"fused":[129,171],"are":[131],"formed":[132],"by":[133,190],"fusing":[134],"converted":[136],"with":[138,156],"normal":[139],"under":[141],"exposure":[142],"all-sky":[143],"images.":[144],"Subsequently,":[145],"used":[150],"generate":[152],"GHI":[154,175],"low":[157],"nonlinear":[158],"features.":[159],"Last,":[160],"we":[161],"utilize":[162],"deep":[163],"neural":[164],"networks":[165],"learn":[167],"potential":[168],"patterns":[169],"between":[170],"an":[178],"end-to-end":[179],"manner.":[180],"Our":[181],"has":[183],"been":[184],"comprehensively":[185],"validated":[186],"provided":[189],"National":[192],"Renewable":[193],"Energy":[194],"Laboratory,":[195],"demonstrating":[196],"its":[197],"effectiveness,":[198],"achieving":[200],"highest":[202],"accuracy":[204],"compared":[205],"state-of-the-art":[207],"methods.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8}],"updated_date":"2026-05-04T08:30:34.212998","created_date":"2025-10-10T00:00:00"}