{"id":"https://openalex.org/W3159295158","doi":"https://doi.org/10.1109/tii.2021.3075706","title":"TrustFed: A Framework for Fair and Trustworthy Cross-Device Federated Learning in IIoT","display_name":"TrustFed: A Framework for Fair and Trustworthy Cross-Device Federated Learning in IIoT","publication_year":2021,"publication_date":"2021-04-27","ids":{"openalex":"https://openalex.org/W3159295158","doi":"https://doi.org/10.1109/tii.2021.3075706","mag":"3159295158"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2021.3075706","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tii.2021.3075706","pdf_url":"https://ieeexplore.ieee.org/ielx7/9424/9523447/09416805.pdf","source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/9424/9523447/09416805.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056165063","display_name":"Muhammad Habib ur Rehman","orcid":"https://orcid.org/0000-0001-7428-2272"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Muhammad Habib ur Rehman","raw_affiliation_strings":["Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032896963","display_name":"Ahmed Mukhtar Dirir","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ahmed Mukhtar Dirir","raw_affiliation_strings":["Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028133110","display_name":"Khaled Salah","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Khaled Salah","raw_affiliation_strings":["Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075830877","display_name":"Ernesto Damiani","orcid":"https://orcid.org/0000-0002-9557-6496"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ernesto Damiani","raw_affiliation_strings":["Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049821727","display_name":"Davor Svetinovi\u0107","orcid":"https://orcid.org/0000-0002-3020-9556"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Davor Svetinovic","raw_affiliation_strings":["Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Center for Cyber-Physical Systems, Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056165063"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":12.8786,"has_fulltext":true,"cited_by_count":127,"citation_normalized_percentile":{"value":0.98984679,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"17","issue":"12","first_page":"8485","last_page":"8494"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9865000247955322,"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"}},{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9843999743461609,"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/computer-science","display_name":"Computer science","score":0.7702348232269287},{"id":"https://openalex.org/keywords/reputation","display_name":"Reputation","score":0.664775013923645},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.5871756076812744},{"id":"https://openalex.org/keywords/blockchain","display_name":"Blockchain","score":0.5732097625732422},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.5205962657928467},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.512390673160553},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5106874108314514},{"id":"https://openalex.org/keywords/reputation-system","display_name":"Reputation system","score":0.47325924038887024},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4732038378715515},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23961302638053894}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7702348232269287},{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.664775013923645},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5871756076812744},{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.5732097625732422},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.5205962657928467},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.512390673160553},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5106874108314514},{"id":"https://openalex.org/C2781218421","wikidata":"https://www.wikidata.org/wiki/Q2892532","display_name":"Reputation system","level":3,"score":0.47325924038887024},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4732038378715515},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23961302638053894},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tii.2021.3075706","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tii.2021.3075706","pdf_url":"https://ieeexplore.ieee.org/ielx7/9424/9523447/09416805.pdf","source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},{"id":"pmh:oai:research.wu.ac.at:publications/38d5ee0d-ffd6-448a-880d-2fc21a136066","is_oa":true,"landing_page_url":"https://research.wu.ac.at/de/publications/38d5ee0d-ffd6-448a-880d-2fc21a136066","pdf_url":"http://xplorestaging.ieee.org/ielx7/9424/9523447/09416805.pdf?arnumber=9416805","source":{"id":"https://openalex.org/S7407055123","display_name":"WU Research","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Rehman, M H U, Dirir, A M, Salah, K, Damiani, E & Svetinovic, D 2021, 'TrustFed: A Framework for Fair and Trustworthy Cross-Device Federated Learning in IIoT', IEEE Transactions on Industrial Informatics, vol. 17, pp. 8485 - 8494. https://doi.org/10.1109/tii.2021.3075706","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1109/tii.2021.3075706","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tii.2021.3075706","pdf_url":"https://ieeexplore.ieee.org/ielx7/9424/9523447/09416805.pdf","source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3159295158.pdf","grobid_xml":"https://content.openalex.org/works/W3159295158.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2027595342","https://openalex.org/W2120841219","https://openalex.org/W2535838896","https://openalex.org/W2811266402","https://openalex.org/W2913570153","https://openalex.org/W2951832089","https://openalex.org/W2972882814","https://openalex.org/W2974429275","https://openalex.org/W3014517104","https://openalex.org/W3014843345","https://openalex.org/W3016216736","https://openalex.org/W3019945581","https://openalex.org/W3021909663","https://openalex.org/W3031504153","https://openalex.org/W3038028469","https://openalex.org/W3042012704","https://openalex.org/W3044003286","https://openalex.org/W3092108740","https://openalex.org/W3129828944","https://openalex.org/W4205228770","https://openalex.org/W4287726783","https://openalex.org/W4287816583","https://openalex.org/W4294106961","https://openalex.org/W4297687186","https://openalex.org/W6759226220","https://openalex.org/W6771536673","https://openalex.org/W6775762005","https://openalex.org/W6776038654","https://openalex.org/W6776135184","https://openalex.org/W6780424218","https://openalex.org/W6781155241"],"related_works":["https://openalex.org/W4288685653","https://openalex.org/W4321847048","https://openalex.org/W1899113645","https://openalex.org/W2288515487","https://openalex.org/W3006863813","https://openalex.org/W3194425050","https://openalex.org/W3201036455","https://openalex.org/W2130214888","https://openalex.org/W1516124574","https://openalex.org/W3093287073"],"abstract_inverted_index":{"Cross-device":[0],"federated":[1,109],"learning":[2,110],"(CDFL)":[3],"systems":[4,23,51],"enable":[5,58],"fully":[6],"decentralized":[7],"training":[8,40,60,79],"networks":[9],"whereby":[10],"each":[11],"participating":[12,65,88],"device":[13],"can":[14],"act":[15],"as":[16],"a":[17,20,45,107],"model-owner":[18],"and":[19,29,62,73,98,115,131],"model-producer.":[21],"CDFL":[22,50],"need":[24],"to":[25,52,86,91],"ensure":[26],"fairness,":[27],"trustworthiness,":[28],"high-quality":[30],"model":[31,55,100],"availability":[32],"across":[33],"all":[34],"the":[35,38,54,64,75,78,93,104,124,147],"participants":[36,94],"in":[37,95],"underlying":[39],"networks.":[41],"This":[42],"article":[43],"presents":[44],"blockchain-based":[46],"framework,":[47,111],"TrustFed,":[48],"for":[49],"detect":[53],"poisoning":[56],"attacks,":[57],"fair":[59],"settings,":[61],"maintain":[63,87],"devices'":[66,89],"reputation.":[67],"TrustFed":[68,105,138],"provides":[69],"fairness":[70],"by":[71],"detecting":[72],"removing":[74],"attackers":[76],"from":[77],"distributions.":[80],"It":[81],"uses":[82],"blockchain":[83,112],"smart":[84,113],"contracts":[85],"reputations":[90],"compel":[92],"bringing":[96],"active":[97],"honest":[99],"contributions.":[101],"We":[102,120,135],"implemented":[103],"using":[106],"Python-simulated":[108],"contracts,":[114],"statistical":[116],"outlier":[117],"detection":[118],"techniques.":[119],"tested":[121],"it":[122],"over":[123],"large-scale":[125],"industrial":[126],"Internet":[127],"of":[128],"things":[129],"dataset":[130],"multiple":[132,143],"attack":[133],"models.":[134],"found":[136],"that":[137],"produces":[139],"better":[140],"results":[141],"regarding":[142],"aspects":[144],"compared":[145],"with":[146],"conventional":[148],"baseline":[149],"approaches.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":37},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":6}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}
