{"id":"https://openalex.org/W4414196922","doi":"https://doi.org/10.1109/lcn65610.2025.11146362","title":"Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices","display_name":"Demo: A Practical Testbed for Decentralized Federated Learning on Physical Edge Devices","publication_year":2025,"publication_date":"2025-09-15","ids":{"openalex":"https://openalex.org/W4414196922","doi":"https://doi.org/10.1109/lcn65610.2025.11146362"},"language":"en","primary_location":{"id":"doi:10.1109/lcn65610.2025.11146362","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcn65610.2025.11146362","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 50th Conference on Local Computer Networks (LCN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5057659098","display_name":"Chao Feng","orcid":"https://orcid.org/0000-0001-5440-9758"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Chao Feng","raw_affiliation_strings":["University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018558745","display_name":"Nicolas Huber","orcid":"https://orcid.org/0000-0001-6905-3571"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Nicolas Huber","raw_affiliation_strings":["University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063531116","display_name":"Alberto Huertas Celdr\u00e1n","orcid":"https://orcid.org/0000-0001-7125-1710"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alberto Huertas Celdr\u00e1n","raw_affiliation_strings":["University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070889566","display_name":"G\u00e9r\u00f4me Bovet","orcid":"https://orcid.org/0000-0002-4534-3483"},"institutions":[{"id":"https://openalex.org/I2802950585","display_name":"Defence Science and Technology Agency","ror":"https://ror.org/02rvm6b03","country_code":"SG","type":"government","lineage":["https://openalex.org/I1325159990","https://openalex.org/I2802950585"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"G\u00e9r\u00f4me Bovet","raw_affiliation_strings":["Armasuisse Science & Technology,Cyber-Defence Campus,Thun,Switzerland,CH-3602"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Armasuisse Science & Technology,Cyber-Defence Campus,Thun,Switzerland,CH-3602","institution_ids":["https://openalex.org/I2802950585"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033030418","display_name":"Burkhard Stiller","orcid":"https://orcid.org/0000-0002-7461-7463"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Burkhard Stiller","raw_affiliation_strings":["University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zurich UZH,Communication Systems Group,Department of Informatics,Zürich,Switzerland,CH-8050","institution_ids":["https://openalex.org/I202697423"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.346,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92926554,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9993000030517578,"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":0.9993000030517578,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9381999969482422,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.95660001039505},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7336999773979187},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.6014000177383423},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5299000144004822},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4884999990463257},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4828000068664551},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4287000000476837},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.41830000281333923},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4120999872684479}],"concepts":[{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.95660001039505},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7336999773979187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6557000279426575},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.6014000177383423},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5299000144004822},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4884999990463257},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.48399999737739563},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4828000068664551},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4368000030517578},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4287000000476837},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.41830000281333923},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4120999872684479},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.3806999921798706},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.36660000681877136},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.33390000462532043},{"id":"https://openalex.org/C179768478","wikidata":"https://www.wikidata.org/wiki/Q1120057","display_name":"Cyber-physical system","level":2,"score":0.31619998812675476},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.3034999966621399},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3012999892234802},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2985999882221222},{"id":"https://openalex.org/C165136773","wikidata":"https://www.wikidata.org/wiki/Q1363179","display_name":"Single point of failure","level":2,"score":0.29670000076293945},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.29159998893737793},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C159631557","wikidata":"https://www.wikidata.org/wiki/Q1546066","display_name":"Networking hardware","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.25870001316070557},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2531999945640564}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/lcn65610.2025.11146362","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcn65610.2025.11146362","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 50th Conference on Local Computer Networks (LCN)","raw_type":"proceedings-article"},{"id":"pmh:doi:10.5167/uzh-291193","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"ConferenceItem"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2007339694","https://openalex.org/W4386766438","https://openalex.org/W4389396142"],"related_works":[],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"enables":[3],"collaborative":[4],"model":[5,94],"training":[6,71],"without":[7],"sharing":[8],"raw":[9],"data,":[10],"preserving":[11],"participant":[12],"privacy.":[13],"Decentralized":[14],"FL":[15,33],"(DFL)":[16],"eliminates":[17],"reliance":[18],"on":[19,39],"a":[20,51,69,78],"central":[21],"server,":[22],"mitigating":[23],"the":[24,31,99],"single":[25],"point":[26],"of":[27],"failure":[28],"inherent":[29],"in":[30,109],"traditional":[32],"paradigm,":[34],"while":[35],"introducing":[36],"deployment":[37],"challenges":[38],"resource-constrained":[40],"devices.":[41],"To":[42],"evaluate":[43],"real-world":[44],"applicability,":[45],"this":[46],"work":[47],"designs":[48],"and":[49,61,74],"deploys":[50],"physical":[52],"testbed":[53,65],"using":[54],"edge":[55],"devices":[56],"such":[57],"as":[58],"Raspberry":[59],"Pi":[60],"Jetson":[62],"Nano.":[63],"The":[64],"is":[66,96],"built":[67],"upon":[68],"DFL":[70,110],"platform,":[72],"NEBULA,":[73],"extends":[75],"it":[76],"with":[77,102],"power":[79],"monitoring":[80],"module":[81],"to":[82,106],"measure":[83],"energy":[84],"consumption":[85],"during":[86],"training.":[87],"Experiments":[88],"across":[89],"multiple":[90],"datasets":[91],"show":[92],"that":[93],"performance":[95],"influenced":[97],"by":[98],"communication":[100],"topology,":[101],"denser":[103],"topologies":[104],"leading":[105],"better":[107],"outcomes":[108],"settings.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}