{"id":"https://openalex.org/W4412742664","doi":"https://doi.org/10.1109/icps65515.2025.11087915","title":"FedMqADV: A Unified Framework for End-to-End Evaluation of MQTT-Based Federated Learning in Adversarial Setting","display_name":"FedMqADV: A Unified Framework for End-to-End Evaluation of MQTT-Based Federated Learning in Adversarial Setting","publication_year":2025,"publication_date":"2025-05-12","ids":{"openalex":"https://openalex.org/W4412742664","doi":"https://doi.org/10.1109/icps65515.2025.11087915"},"language":"en","primary_location":{"id":"doi:10.1109/icps65515.2025.11087915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icps65515.2025.11087915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 8th International Conference on Industrial Cyber-Physical Systems (ICPS)","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":"https://openalex.org/A5119111507","display_name":"Ndeye G. Ndiaye","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109057","display_name":"Framatome (Germany)","ror":"https://ror.org/01hfye903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210109057","https://openalex.org/I4400008936"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ndeye Gagnessiry Ndiaye","raw_affiliation_strings":["Framatome"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Framatome","institution_ids":["https://openalex.org/I4210109057"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021417034","display_name":"Christoph Ruland","orcid":"https://orcid.org/0000-0002-4518-8735"},"institutions":[{"id":"https://openalex.org/I206895457","display_name":"University of Siegen","ror":"https://ror.org/02azyry73","country_code":"DE","type":"education","lineage":["https://openalex.org/I206895457"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Ruland","raw_affiliation_strings":["University of Siegen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Siegen","institution_ids":["https://openalex.org/I206895457"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080010025","display_name":"Karl Waedt","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109057","display_name":"Framatome (Germany)","ror":"https://ror.org/01hfye903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210109057","https://openalex.org/I4400008936"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Karl Waedt","raw_affiliation_strings":["Framatome"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Framatome","institution_ids":["https://openalex.org/I4210109057"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119111508","display_name":"Oumayma Zeddini","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109057","display_name":"Framatome (Germany)","ror":"https://ror.org/01hfye903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210109057","https://openalex.org/I4400008936"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oumayma Zeddini","raw_affiliation_strings":["Framatome"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Framatome","institution_ids":["https://openalex.org/I4210109057"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009746569","display_name":"Erkin Kirdan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109057","display_name":"Framatome (Germany)","ror":"https://ror.org/01hfye903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210109057","https://openalex.org/I4400008936"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erkin Kirdan","raw_affiliation_strings":["Framatome"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Framatome","institution_ids":["https://openalex.org/I4210109057"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7588,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87652237,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9864000082015991,"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":0.9864000082015991,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9621000289916992,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mqtt","display_name":"MQTT","score":0.8316828012466431},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7955048084259033},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.7567028999328613},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6011193990707397},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5097612738609314},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22403359413146973},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15497490763664246},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.12380543351173401}],"concepts":[{"id":"https://openalex.org/C132868160","wikidata":"https://www.wikidata.org/wiki/Q10322548","display_name":"MQTT","level":3,"score":0.8316828012466431},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7955048084259033},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.7567028999328613},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6011193990707397},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5097612738609314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22403359413146973},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15497490763664246},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.12380543351173401}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icps65515.2025.11087915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icps65515.2025.11087915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 8th International Conference on Industrial Cyber-Physical Systems (ICPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1723074460","display_name":null,"funder_award_id":"101120853","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2051267297","https://openalex.org/W2530417694","https://openalex.org/W2767079719","https://openalex.org/W2930926105","https://openalex.org/W2944346404","https://openalex.org/W2963456518","https://openalex.org/W3095915292","https://openalex.org/W3196053097","https://openalex.org/W4289816670","https://openalex.org/W4300686971","https://openalex.org/W4308935377","https://openalex.org/W4324268150","https://openalex.org/W4376149023","https://openalex.org/W4381745140","https://openalex.org/W4388405466","https://openalex.org/W4391007279","https://openalex.org/W4400529443","https://openalex.org/W4405935648","https://openalex.org/W4406265350","https://openalex.org/W6752600739","https://openalex.org/W6757288671","https://openalex.org/W6770634426","https://openalex.org/W6780438843"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3188283133","https://openalex.org/W2967645615","https://openalex.org/W4296174532","https://openalex.org/W3096163214","https://openalex.org/W3201170624","https://openalex.org/W4379616043","https://openalex.org/W2936457350"],"abstract_inverted_index":{"Industrial":[0],"IoT":[1,107],"and":[2,30,40,55,94,96,101,113,142],"smart":[3],"factories":[4],"increasingly":[5],"use":[6],"AI":[7,21],"to":[8],"address":[9],"operational":[10],"challenges.":[11],"Over":[12],"distributed":[13,76,121],"networked":[14],"control":[15],"systems,":[16],"federated":[17,72],"learning":[18,73],"enables":[19],"decentralized":[20],"training":[22],"with":[23],"enhanced":[24],"privacy":[25,42],"protections":[26],"and,":[27],"recently,":[28],"more":[29,31],"security":[32],"features":[33],"such":[34,46,89],"as":[35,90],"robust":[36,48],"aggregation,":[37],"homomorphic":[38],"encryption,":[39],"differential":[41],"techniques.":[43],"However,":[44],"deploying":[45],"emerging":[47],"techniques":[49],"across":[50,74],"factory":[51],"systems":[52],"challenges":[53],"real-time":[54],"efficient":[56],"process":[57],"monitoring.":[58],"This":[59],"research":[60],"introduces":[61],"FedMqADV,":[62],"a":[63,120],"scalable":[64],"MQTT":[65,87],"broker":[66],"performance":[67],"benchmark":[68],"framework":[69,83],"for":[70,105,150],"handling":[71],"multiple":[75],"clients":[77],"in":[78,119],"an":[79],"adversarial":[80,99],"setting.":[81],"The":[82,130],"supports":[84],"several":[85],"open-source":[86],"brokers":[88],"Eclipse":[91],"Mosquitto,":[92],"NanoMQ,":[93],"VerneMQ":[95],"integrates":[97],"adaptive":[98],"attacks":[100],"defense":[102],"strategies":[103],"tailored":[104],"industrial":[106],"applications.":[108],"We":[109],"evaluated":[110],"communication":[111],"efficiency":[112],"reliability":[114,141],"under":[115],"different":[116],"network":[117],"conditions":[118],"water":[122],"treatment":[123],"plant":[124],"based":[125],"on":[126],"specific":[127],"application":[128],"requirements.":[129],"results":[131],"demonstrate":[132],"that":[133],"NanoMQ":[134],"offers":[135],"the":[136,146],"optimal":[137],"balance":[138],"between":[139],"privacy,":[140],"performance;":[143],"making":[144],"it":[145],"most":[147],"suitable":[148],"choice":[149],"resource-constrained":[151],"environments.":[152]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
