{"id":"https://openalex.org/W4406921169","doi":"https://doi.org/10.1109/tsg.2025.3536027","title":"Deep Learning and Projection Neural Network With Finite-Time Convergence for Energy Management of Multi-Energy System","display_name":"Deep Learning and Projection Neural Network With Finite-Time Convergence for Energy Management of Multi-Energy System","publication_year":2025,"publication_date":"2025-01-28","ids":{"openalex":"https://openalex.org/W4406921169","doi":"https://doi.org/10.1109/tsg.2025.3536027"},"language":"en","primary_location":{"id":"doi:10.1109/tsg.2025.3536027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2025.3536027","pdf_url":null,"source":{"id":"https://openalex.org/S59604973","display_name":"IEEE Transactions on Smart Grid","issn_l":"1949-3053","issn":["1949-3053","1949-3061"],"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 Smart Grid","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":"Xueying Liu","orcid":"https://orcid.org/0009-0009-9511-1048"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueying Liu","raw_affiliation_strings":["Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, College of Electronic and Information Engineering, Southwest University, Chongqing, China","College of Electronic and Information Engineering, Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, Southwest University, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0009-9511-1048","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, College of Electronic and Information Engineering, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001504963","display_name":"Xing He","orcid":"https://orcid.org/0000-0001-8652-8479"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing He","raw_affiliation_strings":["Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, College of Electronic and Information Engineering, Southwest University, Chongqing, China","College of Electronic and Information Engineering, Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, Southwest University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-8652-8479","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, College of Electronic and Information Engineering, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033381522","display_name":"Chaojie Li","orcid":"https://orcid.org/0000-0002-0557-1481"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaojie Li","raw_affiliation_strings":["State Key Laboratory of Alternate Electrical Power System With Renewable Energy Sources, North China Electric Power University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0557-1481","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Alternate Electrical Power System With Renewable Energy Sources, North China Electric Power University, Beijing, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074290686","display_name":"Tingwen Huang","orcid":"https://orcid.org/0000-0001-9610-846X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingwen Huang","raw_affiliation_strings":["Faculty of Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9610-846X","affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210152380","https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3132,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87342961,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"16","issue":"3","first_page":"2156","last_page":"2168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.852400004863739,"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":0.852400004863739,"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/T12451","display_name":"Smart Grid and Power Systems","score":0.7247999906539917,"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.7225000262260437,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/convergence","display_name":"Convergence (economics)","score":0.7056024074554443},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6594818234443665},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.6293878555297852},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.5786920785903931},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5685625076293945},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5089538097381592},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4432419538497925},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.36455994844436646},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1755717694759369},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1601983904838562},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.10419285297393799}],"concepts":[{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.7056024074554443},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6594818234443665},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.6293878555297852},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.5786920785903931},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5685625076293945},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5089538097381592},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4432419538497925},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.36455994844436646},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1755717694759369},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1601983904838562},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.10419285297393799},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsg.2025.3536027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2025.3536027","pdf_url":null,"source":{"id":"https://openalex.org/S59604973","display_name":"IEEE Transactions on Smart Grid","issn_l":"1949-3053","issn":["1949-3053","1949-3061"],"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 Smart Grid","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":0.8399999737739563}],"awards":[{"id":"https://openalex.org/G1637804202","display_name":null,"funder_award_id":"CSTB2023NSCQ-LZX0135","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G3361839962","display_name":null,"funder_award_id":"XDJK2020TY003","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G484460493","display_name":null,"funder_award_id":"62176218","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G6741639725","display_name":null,"funder_award_id":"62176218","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"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1516681311","https://openalex.org/W1597286183","https://openalex.org/W1970454553","https://openalex.org/W1988837728","https://openalex.org/W2012062191","https://openalex.org/W2616610756","https://openalex.org/W2788792632","https://openalex.org/W2794284562","https://openalex.org/W2892122185","https://openalex.org/W2902213889","https://openalex.org/W2915583118","https://openalex.org/W2930844476","https://openalex.org/W2936870882","https://openalex.org/W3026610421","https://openalex.org/W3036438022","https://openalex.org/W3080521887","https://openalex.org/W3171773329","https://openalex.org/W3195116250","https://openalex.org/W3196984073","https://openalex.org/W4206634130","https://openalex.org/W4225529202","https://openalex.org/W4281715448","https://openalex.org/W4285254953","https://openalex.org/W4293546765","https://openalex.org/W4309400539","https://openalex.org/W4317795073","https://openalex.org/W4367322345","https://openalex.org/W4367680238","https://openalex.org/W4367837694","https://openalex.org/W4378193784","https://openalex.org/W4385555935","https://openalex.org/W4386170350","https://openalex.org/W4386435156","https://openalex.org/W4386615382","https://openalex.org/W4386766950","https://openalex.org/W4386805206","https://openalex.org/W4386903304","https://openalex.org/W4387250358","https://openalex.org/W4390819643","https://openalex.org/W4392484107","https://openalex.org/W4392780047","https://openalex.org/W4402459163","https://openalex.org/W6766978945","https://openalex.org/W6779866518"],"related_works":["https://openalex.org/W1517908938","https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W2351452215","https://openalex.org/W2019521278","https://openalex.org/W2354768891","https://openalex.org/W4229332389","https://openalex.org/W1510108650","https://openalex.org/W2322968447","https://openalex.org/W2356819012"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"an":[3],"approach":[4],"based":[5],"on":[6],"projection":[7],"neural":[8],"network":[9],"(PNN),":[10],"sliding":[11,35],"mode":[12,36],"control":[13],"technique,":[14],"and":[15,51,64,117,165,180,184],"deep":[16,73,80],"learning":[17,81],"is":[18,38,69,76],"proposed":[19,56,84],"to":[20,43,108,111,118,138,147,153,160,177],"solve":[21],"the":[22,34,41,55,61,65,72,83,90,102,105,114,120,123,143,182],"energy":[23,168],"management":[24,169],"problem":[25],"of":[26,54,122,187],"multi-energy":[27],"systems":[28],"(MES)":[29],"containing":[30],"dynamic":[31,87,115,163],"parameters.":[32],"First,":[33],"technique":[37],"introduced":[39],"in":[40,89,113,162],"PNN":[42,47],"design":[44],"a":[45],"finite-time":[46,52],"(FTPNN).":[48],"The":[49,86],"stability":[50],"convergence":[53,136],"FTPNN":[57,74,124,133],"are":[58,96],"proved":[59],"by":[60,78],"Lyapunov":[62],"method":[63],"setting":[66],"time":[67,95,145],"bound":[68],"given.":[70],"Then,":[71],"(DFTPNN)":[75],"designed":[77],"combining":[79],"with":[82,125],"FTPNN.":[85,148,154],"parameters":[88,116,127,164],"MES":[91],"that":[92,132],"change":[93],"over":[94],"used":[97],"as":[98],"input":[99],"variables":[100],"for":[101],"DFTPNN,":[103],"allowing":[104],"trained":[106],"DFTPNN":[107,140,149,156],"respond":[109,158],"immediately":[110,159],"changes":[112,161],"predict":[119],"solutions":[121,152],"different":[126,172],"directly.":[128],"Simulation":[129],"experiments":[130],"show":[131],"has":[134],"faster":[135],"compared":[137,146],"PNN.":[139],"significantly":[141],"reduces":[142],"computation":[144],"provides":[150],"predicted":[151],"Since":[155],"can":[157,175],"directly":[166],"provide":[167],"strategies":[170],"under":[171],"parameters,":[173],"it":[174],"adapt":[176],"changing":[178],"environments":[179],"promote":[181],"economic":[183],"stable":[185],"operation":[186],"MES.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}