{"id":"https://openalex.org/W4411337668","doi":"https://doi.org/10.23919/ondm65745.2025.11029366","title":"A Decentralized Federated Learning-Based Approach for Fault Detection in Optical Networks","display_name":"A Decentralized Federated Learning-Based Approach for Fault Detection in Optical Networks","publication_year":2025,"publication_date":"2025-05-06","ids":{"openalex":"https://openalex.org/W4411337668","doi":"https://doi.org/10.23919/ondm65745.2025.11029366"},"language":"en","primary_location":{"id":"doi:10.23919/ondm65745.2025.11029366","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ondm65745.2025.11029366","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Optical Network Design and Modeling (ONDM)","raw_type":"proceedings-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":"Andrei N. Ribeiro","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Andrei N. Ribeiro","raw_affiliation_strings":["Federal University of Par&#x00E1;,Bel&#x00E9;m,Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of Par&#x00E1;,Bel&#x00E9;m,Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Fabr\u00edcio R. Lobato","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fabr\u00edcio R. Lobato","raw_affiliation_strings":["Federal University of Par&#x00E1;,Bel&#x00E9;m,Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of Par&#x00E1;,Bel&#x00E9;m,Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076965824","display_name":"M. F. Silva","orcid":"https://orcid.org/0000-0002-6457-1772"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mois\u00e9s F. Silva","raw_affiliation_strings":["Los Alamos National Laboratory,Los Alamos,USA"],"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory,Los Alamos,USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002587591","display_name":"Carlos Natalino","orcid":"https://orcid.org/0000-0001-7501-5547"},"institutions":[{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Carlos Natalino","raw_affiliation_strings":["Chalmers University of Technology,Department of Electrical Engineering,Gothenburg,Sweden"],"affiliations":[{"raw_affiliation_string":"Chalmers University of Technology,Department of Electrical Engineering,Gothenburg,Sweden","institution_ids":["https://openalex.org/I66862912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108929142","display_name":"Lena Wosinska","orcid":null},"institutions":[{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Lena Wosinska","raw_affiliation_strings":["Chalmers University of Technology,Department of Electrical Engineering,Gothenburg,Sweden"],"affiliations":[{"raw_affiliation_string":"Chalmers University of Technology,Department of Electrical Engineering,Gothenburg,Sweden","institution_ids":["https://openalex.org/I66862912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046281223","display_name":"Luca Valcarenghi","orcid":"https://orcid.org/0000-0002-6695-5032"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Valcarenghi","raw_affiliation_strings":["Scuola Superiore Sant&#x2019; Anna,Pisa,Italy"],"affiliations":[{"raw_affiliation_string":"Scuola Superiore Sant&#x2019; Anna,Pisa,Italy","institution_ids":["https://openalex.org/I162290304"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072534644","display_name":"Andrea Sgambelluri","orcid":"https://orcid.org/0000-0001-7435-0458"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Sgambelluri","raw_affiliation_strings":["Scuola Superiore Sant&#x2019; Anna,Pisa,Italy"],"affiliations":[{"raw_affiliation_string":"Scuola Superiore Sant&#x2019; Anna,Pisa,Italy","institution_ids":["https://openalex.org/I162290304"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039054328","display_name":"Jo\u00e3o C. W. A. Costa","orcid":"https://orcid.org/0000-0003-4482-6886"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jo\u00e3o C. W. A. Costa","raw_affiliation_strings":["Federal University of Par&#x00E1;,Bel&#x00E9;m,Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of Par&#x00E1;,Bel&#x00E9;m,Brazil","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11219708,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":0.9991999864578247,"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/T10232","display_name":"Optical Network Technologies","score":0.9991999864578247,"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/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9965000152587891,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9937999844551086,"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/computer-science","display_name":"Computer science","score":0.7339601516723633},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.606375515460968},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.43667131662368774},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.41775205731391907},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3455131947994232},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07090404629707336}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7339601516723633},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.606375515460968},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.43667131662368774},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.41775205731391907},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3455131947994232},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07090404629707336},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ondm65745.2025.11029366","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ondm65745.2025.11029366","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Optical Network Design and Modeling (ONDM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2295124130","https://openalex.org/W2320678001","https://openalex.org/W2751921870","https://openalex.org/W2768009015","https://openalex.org/W2772865543","https://openalex.org/W2790008369","https://openalex.org/W2792354319","https://openalex.org/W2919221886","https://openalex.org/W2949186411","https://openalex.org/W3005919018","https://openalex.org/W3097847617","https://openalex.org/W3174323269","https://openalex.org/W4313590955","https://openalex.org/W4361252902","https://openalex.org/W4366250585","https://openalex.org/W4396891900"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Optical":[0],"networks":[1,35],"offer":[2],"an":[3],"ultra-high":[4],"transmission":[5],"capacity":[6],"and":[7,69,198],"serve":[8],"various":[9],"online":[10,41],"applications":[11],"(e.g.,":[12],"5G,":[13],"IoT,":[14],"AR/VR,":[15],"telemedicine).":[16],"Preventing":[17],"faults":[18],"that":[19,84,157,242],"cause":[20],"packet":[21],"losses":[22],"or":[23],"even":[24],"link":[25],"interruption":[26],"becomes":[27],"vital":[28,40],"to":[29,39,91,130,155,171],"ensure":[30],"the":[31,45,58,86,103,115,132,161,173,176,179,191,204,207,216,231,236,239,244],"reliability":[32],"of":[33,47,65,114,163,175,206,218,243],"these":[34,151],"and,":[36],"consequently,":[37],"access":[38,68,217],"services.":[42],"Moreover,":[43,165],"as":[44,203,241],"volume":[46],"telemetry":[48,117],"data":[49,52,67,147,156,196],"rapidly":[50],"increases,":[51],"processing":[53,205],"is":[54,105,169,238],"often":[55],"done":[56],"in":[57,96,126],"cloud,":[59],"which":[60],"can":[61,194],"open":[62],"up":[63],"breaches":[64],"unauthorized":[66],"raise":[70],"concerns":[71],"about":[72],"scalability.":[73],"Therefore,":[74],"this":[75],"work":[76],"proposes":[77],"a":[78,127,166,223],"decentralized":[79,188],"federated":[80],"learning":[81],"(FL)-based":[82],"approach":[83],"exploits":[85],"principal":[87],"component":[88],"analysis":[89],"(PCA)":[90],"perform":[92],"confidentiality-preserving":[93],"fault":[94],"detection":[95,162],"optical":[97],"networks.":[98],"Unlike":[99],"centralized":[100,245],"FL-based":[101],"approaches,":[102],"PCA":[104],"split":[106],"into":[107],"several":[108,213],"local":[109,121,137,140],"PCAs":[110,141],"trained":[111,143],"with":[112,144,190,200],"subsets":[113],"entire":[116],"dataset.":[118],"Thereafter,":[119],"each":[120],"model":[122],"exchanges":[123],"its":[124],"parameters":[125],"peer-to-peer":[128],"manner":[129],"learn":[131],"information":[133],"extracted":[134],"from":[135,184],"their":[136],"data.":[138],"As":[139],"are":[142],"only":[145],"normal":[146],"(i.e.,":[148],"without":[149],"faults),":[150],"models":[152],"become":[153],"sensitive":[154],"indicate":[158],"anomalies,":[159],"enabling":[160],"faults.":[164],"scrambling":[167,192],"technique":[168,193],"applied":[170],"shuffle":[172],"order":[174],"dataset,":[177],"hiding":[178],"structural":[180],"dependency":[181],"among":[182],"samples":[183],"malicious":[185,219],"agents.":[186,220],"Combining":[187],"FL":[189],"enhance":[195],"confidentiality":[197],"cope":[199],"network":[201],"scalability,":[202],"dataset":[208,225],"will":[209],"be":[210],"distributed":[211],"over":[212],"nodes,":[214],"hindering":[215],"Results":[221],"on":[222],"testbed-derived":[224],"show":[226],"no":[227],"penalties":[228],"for":[229],"adopting":[230],"proposed":[232],"disaggregated":[233],"solution,":[234],"i.e.,":[235],"performance":[237],"same":[240],"solutions.":[246]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
