{"id":"https://openalex.org/W4412560722","doi":"https://doi.org/10.1109/mocast65744.2025.11083940","title":"Federated Learning for Workload Forecasting for Network Service Management","display_name":"Federated Learning for Workload Forecasting for Network Service Management","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4412560722","doi":"https://doi.org/10.1109/mocast65744.2025.11083940"},"language":"en","primary_location":{"id":"doi:10.1109/mocast65744.2025.11083940","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mocast65744.2025.11083940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 14th International Conference on Modern Circuits and Systems Technologies (MOCAST)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/MOCAST65744.2025.11083940","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060926065","display_name":"Dimitrios Brodimas","orcid":"https://orcid.org/0000-0002-7696-4418"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Dimitrios Brodimas","raw_affiliation_strings":["University of Patras,Dept. of ECE,Patras,Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Dept. of ECE,Patras,Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119040046","display_name":"Dimitrios Kapolos","orcid":"https://orcid.org/0009-0004-4377-9808"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Kapolos","raw_affiliation_strings":["University of Patras,Dept. of ECE,Patras,Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Dept. of ECE,Patras,Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088504937","display_name":"Eleftherios Mylonas","orcid":"https://orcid.org/0000-0002-7676-685X"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Eleftherios Mylonas","raw_affiliation_strings":["University of Patras,Dept. of ECE,Patras,Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Dept. of ECE,Patras,Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088523116","display_name":"Alexios Birbas","orcid":"https://orcid.org/0000-0002-9468-7215"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Alexios Birbas","raw_affiliation_strings":["University of Patras,Dept. of ECE,Patras,Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Dept. of ECE,Patras,Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070254829","display_name":"Michael Birbas","orcid":"https://orcid.org/0000-0002-6124-221X"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Michael Birbas","raw_affiliation_strings":["University of Patras,Dept. of ECE,Patras,Greece"],"affiliations":[{"raw_affiliation_string":"University of Patras,Dept. of ECE,Patras,Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5060926065"],"corresponding_institution_ids":["https://openalex.org/I174878644"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18923248,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9287999868392944,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9287999868392944,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T14420","display_name":"Advanced Research in Systems and Signal Processing","score":0.9204000234603882,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7109619379043579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7072783708572388},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.47261881828308105},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.41486644744873047},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38701456785202026},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2674248218536377},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1272575557231903},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0806078314781189}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7109619379043579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7072783708572388},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.47261881828308105},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.41486644744873047},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38701456785202026},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2674248218536377},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1272575557231903},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0806078314781189},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mocast65744.2025.11083940","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mocast65744.2025.11083940","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 14th International Conference on Modern Circuits and Systems Technologies (MOCAST)","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:18619631","is_oa":true,"landing_page_url":"https://doi.org/10.1109/MOCAST65744.2025.11083940","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"MOCAST, 14th International Conference on Modern Circuits and Systems Technologies, Dresden, 11-13 June 2025","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:18619631","is_oa":true,"landing_page_url":"https://doi.org/10.1109/MOCAST65744.2025.11083940","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"MOCAST, 14th International Conference on Modern Circuits and Systems Technologies, Dresden, 11-13 June 2025","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W1601546968","https://openalex.org/W3021654819","https://openalex.org/W3119386769","https://openalex.org/W3200688867","https://openalex.org/W4318586089"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2287264064","https://openalex.org/W2130149817"],"abstract_inverted_index":{"The":[0],"continuous":[1],"expansion":[2],"and":[3,14,43,78,119],"transformation":[4],"of":[5,85,113],"next-gen":[6],"networks":[7],"presents":[8,53],"a":[9,54],"substantial":[10],"challenge":[11],"for":[12],"management":[13],"orchestration":[15],"(MANO)":[16],"frameworks":[17,63],"to":[18,38,60,88,104],"efficiently":[19],"handle":[20],"the":[21,27,81,96,111,120],"increasing":[22],"computational":[23,55],"demand,":[24],"particularly":[25],"at":[26],"network's":[28,49],"edge.":[29],"To":[30],"enhance":[31],"MANO":[32,62],"decision-making":[33],"processes,":[34],"it":[35],"is":[36],"essential":[37],"proactively":[39],"identify":[40],"both":[41],"periodic":[42],"aperiodic":[44],"patterns":[45],"that":[46,95],"may":[47],"influence":[48],"behavior.":[50],"This":[51],"paper":[52],"load":[56],"forecasting":[57],"approach":[58],"designed":[59],"provide":[61],"with":[64],"predictive":[65],"insights":[66],"into":[67],"infrastructure":[68],"conditions.":[69],"Forecasting":[70],"leverages":[71],"machine":[72],"learning":[73,83,99,106],"models":[74],"such":[75],"as":[76],"LSTMs":[77],"Bi-LSTMs,":[79],"employing":[80],"federated":[82,98],"family":[84],"algorithms,":[86],"FedOpt,":[87],"enable":[89],"distributed":[90],"training.":[91],"Experimental":[92],"results":[93],"demonstrate":[94],"proposed":[97],"strategy":[100],"achieves":[101],"performance":[102],"comparable":[103],"centralized":[105],"methods":[107],"while":[108],"significantly":[109],"reducing":[110],"amount":[112],"data":[114],"exchanged":[115],"between":[116],"edge":[117],"nodes":[118],"cloud.":[121]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}