{"id":"https://openalex.org/W4381786564","doi":"https://doi.org/10.1109/wf-iot54382.2022.10152142","title":"Introducing Federated Learning into Internet of Things ecosystems \u2013 preliminary considerations","display_name":"Introducing Federated Learning into Internet of Things ecosystems \u2013 preliminary considerations","publication_year":2022,"publication_date":"2022-10-26","ids":{"openalex":"https://openalex.org/W4381786564","doi":"https://doi.org/10.1109/wf-iot54382.2022.10152142"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot54382.2022.10152142","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wf-iot54382.2022.10152142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 8th World Forum on Internet of Things (WF-IoT)","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/A5073455513","display_name":"Karolina Bogacka","orcid":"https://orcid.org/0000-0002-7109-891X"},"institutions":[{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Karolina Bogacka","raw_affiliation_strings":["Systems Research Institute, Polish Academy of Sciences,Warsaw,Poland","Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-7109-891X","affiliations":[{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077749913","display_name":"Katarzyna Wasielewska-Michniewska","orcid":"https://orcid.org/0000-0002-3763-2373"},"institutions":[{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Katarzyna Wasielewska-Michniewska","raw_affiliation_strings":["Systems Research Institute, Polish Academy of Sciences,Warsaw,Poland","Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-3763-2373","affiliations":[{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053781299","display_name":"Marcin Paprzycki","orcid":"https://orcid.org/0000-0002-8069-2152"},"institutions":[{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin Paprzycki","raw_affiliation_strings":["Systems Research Institute, Polish Academy of Sciences,Warsaw,Poland","Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-8069-2152","affiliations":[{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017025137","display_name":"Maria Ganzha","orcid":"https://orcid.org/0000-0001-7714-4844"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Maria Ganzha","raw_affiliation_strings":["Warsaw University of Technology,Warsaw,Poland","Warsaw University of Technology, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0001-7714-4844","affiliations":[{"raw_affiliation_string":"Warsaw University of Technology,Warsaw,Poland","institution_ids":["https://openalex.org/I108403487"]},{"raw_affiliation_string":"Warsaw University of Technology, Warsaw, Poland","institution_ids":["https://openalex.org/I108403487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088868361","display_name":"Anastasiya Danilenka","orcid":"https://orcid.org/0000-0002-3080-0303"},"institutions":[{"id":"https://openalex.org/I108403487","display_name":"Warsaw University of Technology","ror":"https://ror.org/00y0xnp53","country_code":"PL","type":"education","lineage":["https://openalex.org/I108403487"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Anastasiya Danilenka","raw_affiliation_strings":["Warsaw University of Technology,Warsaw,Poland","Warsaw University of Technology, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-3080-0303","affiliations":[{"raw_affiliation_string":"Warsaw University of Technology,Warsaw,Poland","institution_ids":["https://openalex.org/I108403487"]},{"raw_affiliation_string":"Warsaw University of Technology, Warsaw, Poland","institution_ids":["https://openalex.org/I108403487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067284175","display_name":"Lambis Tassakos","orcid":"https://orcid.org/0000-0003-2511-9035"},"institutions":[{"id":"https://openalex.org/I4210126231","display_name":"Robotic Research (United States)","ror":"https://ror.org/035w78024","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126231"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lambis Tassakos","raw_affiliation_strings":["TwoTronic Gmbh,Meitingen,Germany","TwoTronic Gmbh, Meitingen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2511-9035","affiliations":[{"raw_affiliation_string":"TwoTronic Gmbh,Meitingen,Germany","institution_ids":["https://openalex.org/I4210126231"]},{"raw_affiliation_string":"TwoTronic Gmbh, Meitingen, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023233897","display_name":"Eduardo Garro","orcid":"https://orcid.org/0000-0002-8160-0125"},"institutions":[{"id":"https://openalex.org/I4210136377","display_name":"Prodevelop (Spain)","ror":"https://ror.org/0412jyn76","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210136377"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Eduardo Garro","raw_affiliation_strings":["Prodevelop,Valencia,Spain","Prodevelop, Valencia, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8160-0125","affiliations":[{"raw_affiliation_string":"Prodevelop,Valencia,Spain","institution_ids":["https://openalex.org/I4210136377"]},{"raw_affiliation_string":"Prodevelop, Valencia, Spain","institution_ids":["https://openalex.org/I4210136377"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5073455513"],"corresponding_institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"],"apc_list":null,"apc_paid":null,"fwci":0.5549,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.73545565,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.961899995803833,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9545999765396118,"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":0.8216903209686279},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.7625845074653625},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6500250101089478},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6430386304855347},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.6206883192062378},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.5507369041442871},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5250261425971985},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.42934268712997437},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4245312809944153},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37355977296829224},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.356955885887146},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.29538434743881226},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2690633535385132},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16559794545173645},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11582857370376587}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8216903209686279},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.7625845074653625},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6500250101089478},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6430386304855347},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.6206883192062378},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.5507369041442871},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5250261425971985},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.42934268712997437},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4245312809944153},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37355977296829224},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.356955885887146},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.29538434743881226},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2690633535385132},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16559794545173645},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11582857370376587},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot54382.2022.10152142","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wf-iot54382.2022.10152142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 8th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[{"id":"https://openalex.org/G8030676201","display_name":null,"funder_award_id":"957258","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":0,"referenced_works":[],"related_works":["https://openalex.org/W4311097251","https://openalex.org/W4298221930","https://openalex.org/W2777914285","https://openalex.org/W2625093826","https://openalex.org/W2921026492","https://openalex.org/W3013363440","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W4285201139","https://openalex.org/W4385625427"],"abstract_inverted_index":{"Federated":[0],"learning":[1,40],"(FL)":[2],"was":[3],"proposed":[4],"to":[5,31,42,67,82],"train":[6],"models":[7],"in":[8,59],"distributed":[9],"environments.":[10],"It":[11],"facilitates":[12],"data":[13,44,53],"privacy":[14,45],"and":[15,96],"uses":[16],"local":[17],"resources":[18],"for":[19],"model":[20],"training.":[21],"Until":[22],"now,":[23],"the":[24,32,92],"majority":[25],"of":[26,38,51,74,94],"research":[27],"has":[28],"been":[29],"devoted":[30],"\u201ccore":[33],"issues\u201d,":[34],"such":[35],"as":[36],"adaptation":[37],"machine":[39],"algorithms":[41],"FL,":[43],"protection,":[46],"or":[47],"dealing":[48],"with":[49],"effects":[50],"unbalanced":[52],"distribution.":[54],"This":[55],"contribution":[56],"is":[57,66,100],"anchored":[58],"a":[60],"practical":[61],"use":[62],"case,":[63],"where":[64],"FL":[65,98],"be":[68,83],"actually":[69],"deployed":[70],"within":[71],"an":[72,88],"Internet":[73],"Things":[75],"ecosystem.":[76],"Hence,":[77],"different":[78],"issues":[79],"that":[80,90],"need":[81],"considered":[84],"are":[85],"identified.":[86],"Moreover,":[87],"architecture":[89],"enables":[91],"building":[93],"flexible,":[95],"adaptable,":[97],"solutions":[99],"introduced.":[101]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
