{"id":"https://openalex.org/W4413887193","doi":"https://doi.org/10.1109/tfuzz.2025.3604847","title":"SL-ANFIS-LSTM: A Structure Learnable Fuzzy Neural Network for Ultra-Short-Term PV Power Forecasting","display_name":"SL-ANFIS-LSTM: A Structure Learnable Fuzzy Neural Network for Ultra-Short-Term PV Power Forecasting","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4413887193","doi":"https://doi.org/10.1109/tfuzz.2025.3604847"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2025.3604847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3604847","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy 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":"https://openalex.org/A5102207622","display_name":"Su Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao Su","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-4263-9929","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031318875","display_name":"Jun Shen","orcid":"https://orcid.org/0000-0002-9403-7140"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jun Shen","raw_affiliation_strings":["School of Computing and Information Technology, University of Wollongong, Wollongong, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9403-7140","affiliations":[{"raw_affiliation_string":"School of Computing and Information Technology, University of Wollongong, Wollongong, NSW, Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113979790","display_name":"Qingguo Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingguo Zhou","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8054-5446","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":null,"display_name":"Binbin Yong","orcid":"https://orcid.org/0000-0002-6460-8950"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binbin Yong","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6460-8950","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9619,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74797888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"33","issue":"12","first_page":"4252","last_page":"4262"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9976000189781189,"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":0.9976000189781189,"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":0.9937000274658203,"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/T12451","display_name":"Smart Grid and Power Systems","score":0.9753000140190125,"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/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.7287743091583252},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6886698603630066},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6827862858772278},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5382492542266846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.503706157207489},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4455465078353882},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4400535225868225},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.3987980782985687},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09035170078277588}],"concepts":[{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.7287743091583252},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6886698603630066},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6827862858772278},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5382492542266846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.503706157207489},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4455465078353882},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4400535225868225},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.3987980782985687},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09035170078277588},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2025.3604847","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3604847","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1838065447","display_name":null,"funder_award_id":"U22A20261","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4905308571","display_name":null,"funder_award_id":"61402210","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5352243992","display_name":null,"funder_award_id":"lzujbky-2024-jdzx15","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7748262048","display_name":null,"funder_award_id":"lzujbky-2025-jdzx10","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2019207321","https://openalex.org/W2100798126","https://openalex.org/W2119760459","https://openalex.org/W2944240183","https://openalex.org/W2988364570","https://openalex.org/W3009377873","https://openalex.org/W3016746569","https://openalex.org/W3023736375","https://openalex.org/W3090177098","https://openalex.org/W3134570487","https://openalex.org/W3135685413","https://openalex.org/W3136684957","https://openalex.org/W4281628227","https://openalex.org/W4285278509","https://openalex.org/W4319347987","https://openalex.org/W4364322855","https://openalex.org/W4377990941","https://openalex.org/W4382203079","https://openalex.org/W4387215878","https://openalex.org/W4387569935","https://openalex.org/W4390175234","https://openalex.org/W4399695543","https://openalex.org/W4403488223","https://openalex.org/W4409347736","https://openalex.org/W4411549706"],"related_works":["https://openalex.org/W2114654021","https://openalex.org/W2263529430","https://openalex.org/W2389800468","https://openalex.org/W4390103748","https://openalex.org/W2763641192","https://openalex.org/W2150377753","https://openalex.org/W2392430664","https://openalex.org/W3162202563","https://openalex.org/W2377425550","https://openalex.org/W135622916"],"abstract_inverted_index":{"As":[0],"an":[1],"important":[2,31],"renewable":[3],"energy":[4],"source,":[5],"photovoltaic":[6],"(PV)":[7],"power":[8,13,27,37,41,60,69,86,161],"is":[9,29,133,153],"widely":[10],"used":[11],"in":[12,48,143],"systems":[14],"because":[15],"of":[16,36],"its":[17,59],"clean,":[18],"sustainable":[19],"and":[20,24,45,54,104,116,118],"increasingly":[21],"mature":[22],"technology,":[23],"ultra-short-term":[25,84,159],"PV":[26,40,68,85,160],"forecasting":[28],"very":[30],"for":[32,67,83,158],"the":[33,98,127,150],"real-time":[34],"dispatchment":[35],"grids.":[38],"However,":[39],"has":[42],"strong":[43],"periodicity":[44],"randomness,":[46],"changes":[47,142],"weather":[49,115],"factors":[50,112],"such":[51,113],"as":[52,114],"illumination":[53],"temperature":[55],"will":[56],"significantly":[57],"affect":[58],"generation":[61],"efficiency,":[62],"which":[63],"also":[64,134],"brings":[65],"challenges":[66],"forecasting.":[70,87,162],"In":[71],"this":[72],"paper,":[73],"we":[74],"propose":[75],"a":[76,90,119],"novel":[77],"deep":[78],"learning":[79],"model":[80,152],"called":[81],"SL-ANFIS-LSTM":[82,88],"utilizes":[89],"structure":[91],"learnable":[92],"ANFIS":[93],"(SL-ANFIS)":[94],"module":[95,124],"based":[96],"on":[97],"adaptive":[99],"neuro-fuzzy":[100],"inference":[101],"system":[102],"(ANFIS)":[103],"Kolmogorov-Arnold":[105],"networks":[106],"(KAN)":[107],"to":[108,125,136,155],"characterize":[109],"uncertain":[110],"fuzzy":[111],"temperature,":[117],"long":[120],"short-term":[121],"memory":[122],"(LSTM)":[123],"extract":[126],"temporal":[128],"dependency.":[129],"Besides,":[130],"physical":[131],"information":[132],"introduced":[135],"correct":[137],"illegal":[138],"errors":[139],"caused":[140],"by":[141],"sunlight":[144],"intensity.":[145],"Experimental":[146],"results":[147],"show":[148],"that":[149],"proposed":[151],"superior":[154],"related":[156],"models":[157]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-21T08:15:58.654021","created_date":"2025-10-10T00:00:00"}
