{"id":"https://openalex.org/W4406033884","doi":"https://doi.org/10.1093/comjnl/bxae141","title":"TBFL: blockchain-enabled trusted byzantine-robust federated learning framework for photovoltaic power generation forecasting","display_name":"TBFL: blockchain-enabled trusted byzantine-robust federated learning framework for photovoltaic power generation forecasting","publication_year":2025,"publication_date":"2025-01-03","ids":{"openalex":"https://openalex.org/W4406033884","doi":"https://doi.org/10.1093/comjnl/bxae141"},"language":"en","primary_location":{"id":"doi:10.1093/comjnl/bxae141","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxae141","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","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/A5100456327","display_name":"Yan Zhang","orcid":"https://orcid.org/0000-0002-8561-5092"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Shanghai University of Electric Power , Shanghai 201306 ,","College of Computer Science and Technology, Shanghai University of Electric Power, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Shanghai University of Electric Power , Shanghai 201306 ,","institution_ids":["https://openalex.org/I23632641"]},{"raw_affiliation_string":"College of Computer Science and Technology, Shanghai University of Electric Power, Shanghai 201306, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100462053","display_name":"Liangliang Wang","orcid":"https://orcid.org/0000-0003-0389-3281"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liangliang Wang","raw_affiliation_strings":["College of Computer Science and Technology, Shanghai University of Electric Power , Shanghai 201306 ,","College of Computer Science and Technology, Shanghai University of Electric Power, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Shanghai University of Electric Power , Shanghai 201306 ,","institution_ids":["https://openalex.org/I23632641"]},{"raw_affiliation_string":"College of Computer Science and Technology, Shanghai University of Electric Power, Shanghai 201306, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061143852","display_name":"Yiyuan Luo","orcid":"https://orcid.org/0000-0002-9557-5100"},"institutions":[{"id":"https://openalex.org/I93477617","display_name":"Huizhou University","ror":"https://ror.org/03q3s7962","country_code":"CN","type":"education","lineage":["https://openalex.org/I93477617"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiyuan Luo","raw_affiliation_strings":["College of Computer Science and Engineering, Huizhou University , Huizhou 516007 ,","College of Computer Science and Engineering, Huizhou University, Huizhou 516007, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Huizhou University , Huizhou 516007 ,","institution_ids":["https://openalex.org/I93477617"]},{"raw_affiliation_string":"College of Computer Science and Engineering, Huizhou University, Huizhou 516007, China","institution_ids":["https://openalex.org/I93477617"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056376119","display_name":"Kai Zhang","orcid":"https://orcid.org/0000-0001-9728-4051"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Shanghai University of Electric Power , Shanghai 201306 ,","College of Computer Science and Technology, Shanghai University of Electric Power, Shanghai 201306, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Shanghai University of Electric Power , Shanghai 201306 ,","institution_ids":["https://openalex.org/I23632641"]},{"raw_affiliation_string":"College of Computer Science and Technology, Shanghai University of Electric Power, Shanghai 201306, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057774088","display_name":"Long Yu","orcid":"https://orcid.org/0000-0002-9038-4129"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Long","raw_affiliation_strings":["School of Electronic Information and Electrica Engineering, Shanghai Jiao Tong University , Shanghai 200240 ,","School of Electronic Information and Electrica Engineering, Shanghai Jiao Tong University, Shanghai 200240, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrica Engineering, Shanghai Jiao Tong University , Shanghai 200240 ,","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"School of Electronic Information and Electrica Engineering, Shanghai Jiao Tong University, Shanghai 200240, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101672513","display_name":"Kefei Chen","orcid":"https://orcid.org/0000-0003-1961-5614"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kefei Chen","raw_affiliation_strings":["Department of Mathematics, Hangzhou Normal University , Hangzhou 311121 ,","Department of Mathematics, Hangzhou Normal University, Hangzhou 311121, China"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Hangzhou Normal University , Hangzhou 311121 ,","institution_ids":["https://openalex.org/I163151501"]},{"raw_affiliation_string":"Department of Mathematics, Hangzhou Normal University, Hangzhou 311121, China","institution_ids":["https://openalex.org/I163151501"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100456327"],"corresponding_institution_ids":["https://openalex.org/I23632641"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":2.8414,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89028903,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"68","issue":"6","first_page":"684","last_page":"696"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9986000061035156,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9986000061035156,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/blockchain","display_name":"Blockchain","score":0.9618690013885498},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7046142816543579},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5781456232070923},{"id":"https://openalex.org/keywords/byzantine-architecture","display_name":"Byzantine architecture","score":0.5453755855560303},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4802444279193878},{"id":"https://openalex.org/keywords/byzantine-fault-tolerance","display_name":"Byzantine fault tolerance","score":0.4324715733528137},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.4258934259414673},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.25266003608703613},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06678509712219238},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.062375813722610474}],"concepts":[{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.9618690013885498},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7046142816543579},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5781456232070923},{"id":"https://openalex.org/C104562893","wikidata":"https://www.wikidata.org/wiki/Q47591","display_name":"Byzantine architecture","level":2,"score":0.5453755855560303},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4802444279193878},{"id":"https://openalex.org/C168021876","wikidata":"https://www.wikidata.org/wiki/Q1353446","display_name":"Byzantine fault tolerance","level":3,"score":0.4324715733528137},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.4258934259414673},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.25266003608703613},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06678509712219238},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.062375813722610474},{"id":"https://openalex.org/C195244886","wikidata":"https://www.wikidata.org/wiki/Q41493","display_name":"Ancient history","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/comjnl/bxae141","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxae141","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.699999988079071,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1873763122","https://openalex.org/W2433394235","https://openalex.org/W2473418344","https://openalex.org/W2535838896","https://openalex.org/W2781091734","https://openalex.org/W2912213068","https://openalex.org/W2963507231","https://openalex.org/W2964881778","https://openalex.org/W2969945192","https://openalex.org/W3021308819","https://openalex.org/W3025412407","https://openalex.org/W3094736543","https://openalex.org/W3097974940","https://openalex.org/W3102834148","https://openalex.org/W3110478278","https://openalex.org/W3113149354","https://openalex.org/W3120721446","https://openalex.org/W3147146760","https://openalex.org/W3181552969","https://openalex.org/W3183694787","https://openalex.org/W3200400919","https://openalex.org/W3204735211","https://openalex.org/W4200516166","https://openalex.org/W4210508597","https://openalex.org/W4211070171","https://openalex.org/W4225264920","https://openalex.org/W4226225303","https://openalex.org/W4226345300","https://openalex.org/W4244364296","https://openalex.org/W4280575929","https://openalex.org/W4283652767","https://openalex.org/W4285126476","https://openalex.org/W4285218634","https://openalex.org/W4289656845","https://openalex.org/W4289822670","https://openalex.org/W4293691379","https://openalex.org/W4295708763","https://openalex.org/W4324344172","https://openalex.org/W4360612317","https://openalex.org/W4383754164","https://openalex.org/W4387321669","https://openalex.org/W6728757088"],"related_works":["https://openalex.org/W4210406818","https://openalex.org/W4306779889","https://openalex.org/W3048554917","https://openalex.org/W3211706803","https://openalex.org/W4382775358","https://openalex.org/W4246942721","https://openalex.org/W3209862047","https://openalex.org/W4386732777","https://openalex.org/W3210293592","https://openalex.org/W3129381981"],"abstract_inverted_index":{"Abstract":[0],"Precise":[1],"forecasting":[2,24,172],"of":[3,22,60],"photovoltaic":[4],"(PV)":[5],"power":[6,14,66,86],"generation":[7,67,87],"upholds":[8],"flexibility":[9],"and":[10,50,83,124,143,162],"reliability":[11],"within":[12],"the":[13,18,44,58,61,141,155],"grid.":[15],"Due":[16],"to":[17,36,103,117,138],"data":[19],"security":[20],"dilemma":[21],"previous":[23],"methods,":[25],"federated":[26],"learning":[27],"(FL)":[28],"has":[29],"been":[30],"widely":[31],"studied":[32],"for":[33,81],"its":[34],"ability":[35],"train":[37],"models":[38],"without":[39],"sharing":[40],"training":[41],"data.":[42],"However,":[43],"incorrect":[45],"behavior":[46],"from":[47],"untrusted":[48],"devices":[49],"servers":[51],"in":[52],"traditional":[53],"FL":[54,76],"frameworks":[55],"can":[56,98,158],"undermine":[57],"integrity":[59],"global":[62],"model,":[63],"precipitating":[64],"inaccurate":[65],"forecasting.":[68,88],"Therefore,":[69],"we":[70],"propose":[71],"a":[72,93,105,110,119,128,170],"blockchain-enabled":[73],"trusted":[74,94],"Byzantine-robust":[75],"framework,":[77],"called":[78],"TBFL,":[79],"designed":[80,116],"decentralized":[82],"privacy-preserving":[84],"PV":[85],"Specifically,":[89],"this":[90],"framework":[91,156],"features":[92],"supervision":[95],"mechanism,":[96],"which":[97],"effectively":[99],"eliminate":[100],"malicious":[101],"gradients":[102],"achieve":[104,163],"high-quality":[106],"model.":[107],"In":[108],"addition,":[109],"multilevel":[111],"differential":[112],"privacy":[113,122],"scheme":[114],"is":[115,136],"strike":[118],"balance":[120],"between":[121],"protection":[123],"model":[125,129],"accuracy.":[126,173],"Finally,":[127],"clipping":[130],"algorithm":[131],"based":[132],"on":[133],"neuronal":[134],"similarity":[135],"implemented":[137],"optimize":[139],"both":[140],"duration":[142],"consumption":[144],"associated":[145],"with":[146],"local":[147],"device":[148],"training.":[149],"Comprehensive":[150],"experimental":[151],"outcomes":[152],"demonstrate":[153],"that":[154],"TBFL":[157],"successfully":[159],"improve":[160],"robustness,":[161],"similar":[164],"efficiency":[165],"as":[166],"FedAvg":[167],"while":[168],"maintaining":[169],"high":[171]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}