{"id":"https://openalex.org/W4392910770","doi":"https://doi.org/10.1109/ccnc51664.2024.10454774","title":"Proactive Caching in the Edge-Cloud Continuum with Federated Learning","display_name":"Proactive Caching in the Edge-Cloud Continuum with Federated Learning","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392910770","doi":"https://doi.org/10.1109/ccnc51664.2024.10454774"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51664.2024.10454774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454774","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications &amp; Networking Conference (CCNC)","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/A5005499801","display_name":"Ivan Zyrianoff","orcid":"https://orcid.org/0000-0003-4936-9645"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Ivan Zyrianoff","raw_affiliation_strings":["University of Bologna,Department of Computer Science and Engineering,Italy","Advanced Research Center on Electronic Systems \"Ercole De Castro\"., University of Bologna, Italy","Department of Computer Science and Engineering, University of Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,Department of Computer Science and Engineering,Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Advanced Research Center on Electronic Systems \"Ercole De Castro\"., University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063745374","display_name":"Leonardo Montecchiari","orcid":"https://orcid.org/0000-0002-4885-2443"},"institutions":[{"id":"https://openalex.org/I4210087059","display_name":"Technology Innovation Institute","ror":"https://ror.org/001kv2y39","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210087059"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Leonardo Montecchiari","raw_affiliation_strings":["Technology Innovation Institute (TIl),United Arab Emirates","Technology Innovation Institute (TIl), United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Institute (TIl),United Arab Emirates","institution_ids":["https://openalex.org/I4210087059"]},{"raw_affiliation_string":"Technology Innovation Institute (TIl), United Arab Emirates","institution_ids":["https://openalex.org/I4210087059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020553985","display_name":"Angelo Trotta","orcid":"https://orcid.org/0000-0002-0552-2444"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Trotta","raw_affiliation_strings":["University of Bologna,Department of Computer Science and Engineering,Italy","Department of Computer Science and Engineering, University of Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,Department of Computer Science and Engineering,Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030108501","display_name":"Lorenzo Gigli","orcid":"https://orcid.org/0000-0001-9714-3777"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Gigli","raw_affiliation_strings":["University of Bologna,Department of Computer Science and Engineering,Italy","Department of Computer Science and Engineering, University of Bologna, Italy","Advanced Research Center on Electronic Systems \"Ercole De Castro\"., University of Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,Department of Computer Science and Engineering,Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Advanced Research Center on Electronic Systems \"Ercole De Castro\"., University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071200361","display_name":"Carlos Kamienski","orcid":"https://orcid.org/0000-0002-3087-9234"},"institutions":[{"id":"https://openalex.org/I71715416","display_name":"Universidade Federal do ABC","ror":"https://ror.org/028kg9j04","country_code":"BR","type":"education","lineage":["https://openalex.org/I71715416"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Carlos Kamienski","raw_affiliation_strings":["Federal University of ABC (UFABC),Brazil","Federal University of ABC (UFABC), Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of ABC (UFABC),Brazil","institution_ids":["https://openalex.org/I71715416"]},{"raw_affiliation_string":"Federal University of ABC (UFABC), Brazil","institution_ids":["https://openalex.org/I71715416"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032452851","display_name":"Marco Di Felice","orcid":"https://orcid.org/0000-0001-7496-7597"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Di Felice","raw_affiliation_strings":["University of Bologna,Department of Computer Science and Engineering,Italy","Department of Computer Science and Engineering, University of Bologna, Italy","Advanced Research Center on Electronic Systems \"Ercole De Castro\"., University of Bologna, Italy"],"affiliations":[{"raw_affiliation_string":"University of Bologna,Department of Computer Science and Engineering,Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]},{"raw_affiliation_string":"Advanced Research Center on Electronic Systems \"Ercole De Castro\"., University of Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5005499801"],"corresponding_institution_ids":["https://openalex.org/I9360294"],"apc_list":null,"apc_paid":null,"fwci":0.3663,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.55266665,"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":"234","last_page":"240"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9998999834060669,"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/T11478","display_name":"Caching and Content Delivery","score":0.9997000098228455,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9972000122070312,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7941399812698364},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7874948978424072},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5301476716995239},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4864049255847931},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.393436461687088},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3271886110305786},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2701267898082733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13037803769111633}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7941399812698364},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7874948978424072},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5301476716995239},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4864049255847931},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.393436461687088},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3271886110305786},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2701267898082733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13037803769111633}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ccnc51664.2024.10454774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454774","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/1013171","is_oa":false,"landing_page_url":"https://hdl.handle.net/11585/1013171","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2917116807","https://openalex.org/W2919839278","https://openalex.org/W2962804345","https://openalex.org/W2963360527","https://openalex.org/W3108636150","https://openalex.org/W3137257456","https://openalex.org/W3155912831","https://openalex.org/W3159080474","https://openalex.org/W3194143722","https://openalex.org/W4205765257","https://openalex.org/W4224250784","https://openalex.org/W4224295192","https://openalex.org/W4226256116","https://openalex.org/W4293795158","https://openalex.org/W4312590601","https://openalex.org/W4312837407","https://openalex.org/W4391673012"],"related_works":["https://openalex.org/W4313339048","https://openalex.org/W4386004629","https://openalex.org/W3176734149","https://openalex.org/W3201779876","https://openalex.org/W3113627641","https://openalex.org/W4238142035","https://openalex.org/W2918879532","https://openalex.org/W2885461866","https://openalex.org/W2901937988","https://openalex.org/W3162654428"],"abstract_inverted_index":{"In":[0],"edge-cloud":[1],"IoT":[2,155,181],"scenarios,":[3],"proactive":[4,87],"caching":[5,99,131,163],"strategies":[6,29,100],"constitute":[7],"an":[8],"effective":[9],"solution":[10],"to":[11,42,69,92,118],"optimize":[12],"the":[13,25,37,43,62,66,70,84,94,137,141,149,174],"use":[14],"of":[15,21,27,39,96,110,151],"resources":[16],"while":[17],"ensuring":[18,183],"adequate":[19],"Age":[20],"Information":[22],"(Aol).":[23],"However,":[24],"implementation":[26],"these":[28],"introduces":[30,74],"significant":[31],"privacy":[32,121],"constraints,":[33],"primarily":[34],"stemming":[35],"from":[36],"transmission":[38],"sensitive":[40],"data":[41,60,130,166,191],"cloud.":[44,71],"To":[45],"address":[46],"such":[47],"issue,":[48],"Federated":[49],"Learning":[50],"(FL)":[51],"has":[52],"emerged":[53],"as":[54],"a":[55,86],"promising":[56],"approach":[57],"which":[58],"processes":[59],"at":[61,136],"edge,":[63],"transmitting":[64],"only":[65],"model":[67],"updates":[68],"This":[72],"paper":[73],"CACHUUM":[75,152],"(Cache":[76],"Architecture":[77],"for":[78,168,179],"Cloud":[79],"and":[80,88,114,165],"Heterogeneous":[81],"edge":[82,98,103,138],"in":[83,140,145],"ContinUUM),":[85],"privacy-aware":[89],"architecture":[90,106,125],"designed":[91],"facilitate":[93],"deployment":[95],"various":[97],"within":[101],"distributed":[102],"environments.":[104],"Our":[105],"supports":[107],"three":[108],"families":[109],"strategies:":[111],"local,":[112],"global":[113],"federated,":[115],"each":[116,180],"tailored":[117],"meet":[119],"specific":[120],"requirements.":[122],"Furthermore,":[123],"our":[124],"is":[126],"continuum-aware,":[127],"accommodating":[128],"different":[129,169],"locations,":[132],"whether":[133],"it":[134],"be":[135],"node,":[139],"cloud,":[142],"or":[143],"somewhere":[144],"between.":[146],"We":[147],"demonstrate":[148],"effectiveness":[150],"on":[153,160],"simulated":[154],"environments,":[156],"by":[157],"collecting":[158],"metrics":[159],"forecast":[161],"accuracy,":[162],"precision":[164],"overhead,":[167],"strategies.":[170],"The":[171],"latter":[172],"anticipate":[173],"optimal":[175],"cache":[176],"update":[177],"timings":[178],"device,":[182],"that":[184],"Aol":[185],"aligns":[186],"with":[187],"application":[188],"requirements":[189],"upon":[190],"request.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2024-03-19T00:00:00"}
