{"id":"https://openalex.org/W4313855360","doi":"https://doi.org/10.1109/iotm.001.2200067","title":"Federated Learning for IoUT: Concepts, Applications, Challenges and Future Directions","display_name":"Federated Learning for IoUT: Concepts, Applications, Challenges and Future Directions","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4313855360","doi":"https://doi.org/10.1109/iotm.001.2200067"},"language":"en","primary_location":{"id":"doi:10.1109/iotm.001.2200067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotm.001.2200067","pdf_url":null,"source":{"id":"https://openalex.org/S4210201254","display_name":"IEEE Internet of Things Magazine","issn_l":"2576-3180","issn":["2576-3180","2576-3199"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Magazine","raw_type":"journal-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/A5076805539","display_name":"Nancy Victor","orcid":"https://orcid.org/0000-0002-0640-5768"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Nancy Victor","raw_affiliation_strings":["School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082220745","display_name":"Rajeswari Chengoden","orcid":"https://orcid.org/0000-0001-6536-8402"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajeswari Chengoden","raw_affiliation_strings":["School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018409592","display_name":"Mamoun Alazab","orcid":"https://orcid.org/0000-0002-1928-3704"},"institutions":[{"id":"https://openalex.org/I29894533","display_name":"Charles Darwin University","ror":"https://ror.org/048zcaj52","country_code":"AU","type":"education","lineage":["https://openalex.org/I29894533"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mamoun Alazab","raw_affiliation_strings":["College of Engineering, IT and Environment, and Charles Darwin University,Australia","College of Engineering, IT and Environment, and Charles Darwin University, Australia"],"affiliations":[{"raw_affiliation_string":"College of Engineering, IT and Environment, and Charles Darwin University,Australia","institution_ids":["https://openalex.org/I29894533"]},{"raw_affiliation_string":"College of Engineering, IT and Environment, and Charles Darwin University, Australia","institution_ids":["https://openalex.org/I29894533"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089469340","display_name":"Sweta Bhattacharya","orcid":"https://orcid.org/0000-0002-6082-164X"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sweta Bhattacharya","raw_affiliation_strings":["School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054704457","display_name":"Sindri Magn\u00fasson","orcid":"https://orcid.org/0000-0002-6617-8683"},"institutions":[{"id":"https://openalex.org/I161593684","display_name":"Stockholm University","ror":"https://ror.org/05f0yaq80","country_code":"SE","type":"education","lineage":["https://openalex.org/I161593684"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Sindri Magnusson","raw_affiliation_strings":["Stockholm University,Sweden","Stockholm University, Sweden"],"affiliations":[{"raw_affiliation_string":"Stockholm University,Sweden","institution_ids":["https://openalex.org/I161593684"]},{"raw_affiliation_string":"Stockholm University, Sweden","institution_ids":["https://openalex.org/I161593684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064982530","display_name":"Praveen Kumar Reddy Maddikunta","orcid":"https://orcid.org/0000-0003-4209-2495"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Praveen Kumar Reddy Maddikunta","raw_affiliation_strings":["School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030455631","display_name":"Kadiyala Ramana","orcid":"https://orcid.org/0000-0002-4604-846X"},"institutions":[{"id":"https://openalex.org/I134892692","display_name":"Chaitanya Bharathi Institute of Technology","ror":"https://ror.org/047ymzq84","country_code":"IN","type":"education","lineage":["https://openalex.org/I134892692"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kadiyala Ramana","raw_affiliation_strings":["Chaitanya Bharathi Institute of Technology,India","Chaitanya Bharathi Institute of Technology, India"],"affiliations":[{"raw_affiliation_string":"Chaitanya Bharathi Institute of Technology,India","institution_ids":["https://openalex.org/I134892692"]},{"raw_affiliation_string":"Chaitanya Bharathi Institute of Technology, India","institution_ids":["https://openalex.org/I134892692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041854978","display_name":"Thippa Reddy Gadekallu","orcid":null},"institutions":[{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]},{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN","LB"],"is_corresponding":false,"raw_author_name":"Thippa Reddy Gadekallu","raw_affiliation_strings":["School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon"],"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology,Tamil Nadu,India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Vellore Institute of Technology, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon","institution_ids":["https://openalex.org/I56306041"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5076805539"],"corresponding_institution_ids":["https://openalex.org/I876193797"],"apc_list":null,"apc_paid":null,"fwci":4.9078,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.96131586,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"5","issue":"4","first_page":"36","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9975000023841858,"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"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9922000169754028,"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/the-internet","display_name":"The Internet","score":0.7029886245727539},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6673088073730469},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6404990553855896},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.338235080242157},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3063533306121826}],"concepts":[{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.7029886245727539},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6673088073730469},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6404990553855896},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.338235080242157},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3063533306121826},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iotm.001.2200067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotm.001.2200067","pdf_url":null,"source":{"id":"https://openalex.org/S4210201254","display_name":"IEEE Internet of Things Magazine","issn_l":"2576-3180","issn":["2576-3180","2576-3199"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2031485147","https://openalex.org/W2260655598","https://openalex.org/W2921560693","https://openalex.org/W2946460385","https://openalex.org/W2958573942","https://openalex.org/W3049222265","https://openalex.org/W3113072632","https://openalex.org/W3121002773","https://openalex.org/W3121887140","https://openalex.org/W3165672829","https://openalex.org/W3165797699","https://openalex.org/W3189627679","https://openalex.org/W3194924098","https://openalex.org/W3206162503","https://openalex.org/W4285103008","https://openalex.org/W4287822453","https://openalex.org/W6775563089","https://openalex.org/W6796050285"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Internet":[0],"of":[1,37,46,54,108,112,123],"Underwater":[2],"Things":[3],"(IoUT)":[4],"have":[5],"gained":[6],"rapid":[7],"momentum":[8],"over":[9],"the":[10,35,47,52,94,109],"past":[11],"decade":[12],"with":[13],"applications":[14,111],"spanning":[15],"from":[16],"environmental":[17],"monitoring":[18],"and":[19,40,57,120],"exploration,":[20],"defence":[21],"applications,":[22],"etc.":[23],"The":[24],"traditional":[25],"IoUT":[26,60],"systems":[27],"use":[28],"machine":[29],"learning":[30,75],"(ML)":[31],"approaches":[32,100],"which":[33,82],"cater":[34],"needs":[36],"reliability,":[38],"efficiency":[39],"timeliness.":[41],"However,":[42],"an":[43,106],"extensive":[44],"review":[45],"various":[48,110],"studies":[49],"conducted":[50],"highlight":[51],"significance":[53],"data":[55],"privacy":[56],"security":[58],"in":[59,66,70,87,92,101,114],"frameworks":[61],"as":[62],"a":[63,78,84],"predominant":[64],"factor":[65],"achieving":[67],"desired":[68],"outcomes":[69],"mission":[71],"critical":[72],"applications.":[73],"Federated":[74],"(FL)":[76],"is":[77,83],"secured,":[79],"decentralized":[80],"framework":[81],"recent":[85],"development":[86],"ML,":[88],"that":[89],"can":[90],"help":[91],"fulfilling":[93],"challenges":[95],"faced":[96],"by":[97],"conventional":[98],"ML":[99],"IoUT.":[102],"This":[103],"article":[104],"presents":[105],"overview":[107],"FL":[113],"IoUT,":[115],"its":[116],"challenges,":[117],"open":[118],"issues":[119],"indicates":[121],"direction":[122],"future":[124],"research":[125],"prospects.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
