{"id":"https://openalex.org/W7147684673","doi":"https://doi.org/10.3837/tiis.2026.03.010","title":"Communication Efficiency of Asynchronous Federated Learning with Proportional Fairness in Smart Substations","display_name":"Communication Efficiency of Asynchronous Federated Learning with Proportional Fairness in Smart Substations","publication_year":2026,"publication_date":"2026-03-31","ids":{"openalex":"https://openalex.org/W7147684673","doi":"https://doi.org/10.3837/tiis.2026.03.010"},"language":null,"primary_location":{"id":"doi:10.3837/tiis.2026.03.010","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2026.03.010","pdf_url":"https://itiis.org/digital-library/manuscript/file/106119/TIIS Vol 20, No 3-10.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://itiis.org/digital-library/manuscript/file/106119/TIIS Vol 20, No 3-10.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5132639730","display_name":"Yuewei Tian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuewei Tian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132723804","display_name":"Yujia Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yujia Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132616369","display_name":"Lisa Guo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lisa Guo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132652454","display_name":"Yang Su","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang Su","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132549168","display_name":"Mengru Zuo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mengru Zuo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132664173","display_name":"Lintao Shi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lintao Shi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100621981","display_name":"Zhonggui Ma","orcid":"https://orcid.org/0000-0002-8454-9759"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhonggui Ma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.47341425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.37070000171661377,"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":0.37070000171661377,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.16930000483989716,"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"}},{"id":"https://openalex.org/T12216","display_name":"Network Time Synchronization Technologies","score":0.03830000013113022,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/asynchronous-communication","display_name":"Asynchronous communication","score":0.8664000034332275},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.761900007724762},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6083999872207642},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5914999842643738},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.4803999960422516},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4767000079154968},{"id":"https://openalex.org/keywords/transmission-delay","display_name":"Transmission delay","score":0.4327999949455261}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8959000110626221},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.8664000034332275},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.761900007724762},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6083999872207642},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5914999842643738},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5580999851226807},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.4803999960422516},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4767000079154968},{"id":"https://openalex.org/C108921912","wikidata":"https://www.wikidata.org/wiki/Q7834639","display_name":"Transmission delay","level":3,"score":0.4327999949455261},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3716999888420105},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3353999853134155},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.33379998803138733},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.30799999833106995},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2687000036239624},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3837/tiis.2026.03.010","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2026.03.010","pdf_url":"https://itiis.org/digital-library/manuscript/file/106119/TIIS Vol 20, No 3-10.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3837/tiis.2026.03.010","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2026.03.010","pdf_url":"https://itiis.org/digital-library/manuscript/file/106119/TIIS Vol 20, No 3-10.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7147684673.pdf","grobid_xml":"https://content.openalex.org/works/W7147684673.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"investigates":[2],"the":[3,18,147],"communication":[4,134,139],"efficiency":[5,140],"of":[6,20],"asynchronous":[7,21],"federated":[8],"learning":[9],"(AFL)":[10],"with":[11,56,129],"proportional":[12,31],"fairness":[13],"in":[14,35,46],"smart":[15,47],"substations.To":[16],"address":[17],"challenges":[19],"client-server":[22],"interactions":[23],"and":[24,88,110,132,141,159],"imbalanced":[25],"data":[26,86],"distribution,":[27],"we":[28],"propose":[29],"a":[30,37,57,63,99],"fairness-based":[32],"AFL":[33,152],"method":[34,126,149],"which":[36],"dual-weight":[38,67],"adjustment":[39,68],"strategy":[40,69],"is":[41,96],"introduced.Specifically,":[42],"intelligent":[43],"monitoring":[44,65],"terminals":[45],"substations":[48],"serve":[49],"as":[50],"distributed":[51],"clients":[52,128],"that":[53,124,146],"collaborate":[54],"asynchronously":[55],"central":[58],"server":[59],"to":[60,74],"jointly":[61],"train":[62],"global":[64,75],"model.The":[66],"dynamically":[70],"allocates":[71],"client":[72],"contributions":[73],"model":[76,102,142],"updates":[77],"through":[78],"two":[79],"key":[80],"parameters:":[81],"sample":[82],"weight":[83,90,95],"reflecting":[84],"local":[85],"volume":[87],"delay":[89,94,105,112],"quantifying":[91],"network":[92],"latency.The":[93],"derived":[97],"from":[98],"novel":[100],"hybrid":[101],"combining":[103],"transmission":[104],"calculated":[106],"via":[107],"Shannon's":[108],"theorem":[109],"training":[111],"based":[113],"on":[114],"CPU":[115],"cycle":[116],"analysis,":[117],"enabling":[118],"adaptive":[119],"staleness":[120],"compensation.Theoretical":[121],"analysis":[122],"demonstrates":[123],"this":[125],"prioritizes":[127],"larger":[130],"datasets":[131],"lower":[133],"latency,":[135],"thereby":[136],"optimizing":[137],"both":[138],"performance.Simulation":[143],"results":[144],"demonstrate":[145],"proposed":[148],"outperforms":[150],"conventional":[151],"methods":[153],"by":[154],"achieving":[155],"53.3%":[156],"faster":[157],"convergence":[158],"11.5%":[160],"higher":[161],"accuracy.":[162]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-02T00:00:00"}
