{"id":"https://openalex.org/W4200254590","doi":"https://doi.org/10.1109/ictc52510.2021.9621054","title":"AI-based Resource Prediction in Network Function Virtualization Architectures","display_name":"AI-based Resource Prediction in Network Function Virtualization Architectures","publication_year":2021,"publication_date":"2021-10-20","ids":{"openalex":"https://openalex.org/W4200254590","doi":"https://doi.org/10.1109/ictc52510.2021.9621054"},"language":"en","primary_location":{"id":"doi:10.1109/ictc52510.2021.9621054","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc52510.2021.9621054","pdf_url":null,"source":{"id":"https://openalex.org/S4363607766","display_name":"2021 International Conference on Information and Communication Technology Convergence (ICTC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5067509274","display_name":"Vincenzo Eramo","orcid":"https://orcid.org/0000-0001-8480-8418"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo Eramo","raw_affiliation_strings":["DIET Sapienza University of Roma, Roma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIET Sapienza University of Roma, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017024181","display_name":"Francesco Valente","orcid":"https://orcid.org/0000-0003-0220-8457"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Valente","raw_affiliation_strings":["DIET Sapienza University of Roma, Roma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIET Sapienza University of Roma, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015641386","display_name":"Francesco G. Lavacca","orcid":"https://orcid.org/0000-0002-9565-8432"},"institutions":[{"id":"https://openalex.org/I2802782265","display_name":"Fondazione \"Ugo Bordoni\"","ror":"https://ror.org/01kc65v41","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2802782265"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco G. Lavacca","raw_affiliation_strings":["FUB Fondazione Ugo Bordoni, Roma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FUB Fondazione Ugo Bordoni, Roma, Italy","institution_ids":["https://openalex.org/I2802782265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068423961","display_name":"Tiziana Catena","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tiziana Catena","raw_affiliation_strings":["DIET Sapienza University of Roma, Roma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DIET Sapienza University of Roma, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1826087,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":null,"first_page":"909","last_page":"914"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9976999759674072,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9969000220298767,"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":0.8244075775146484},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.7335332632064819},{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.7319709062576294},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.6461312174797058},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5306227207183838},{"id":"https://openalex.org/keywords/network-functions-virtualization","display_name":"Network Functions Virtualization","score":0.5210306644439697},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.49074968695640564},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.47840818762779236},{"id":"https://openalex.org/keywords/network-virtualization","display_name":"Network virtualization","score":0.4530489146709442},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44550880789756775},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4249558448791504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39161837100982666},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.22820419073104858},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21283119916915894},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.11808204650878906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8244075775146484},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.7335332632064819},{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.7319709062576294},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.6461312174797058},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5306227207183838},{"id":"https://openalex.org/C200789330","wikidata":"https://www.wikidata.org/wiki/Q7000834","display_name":"Network Functions Virtualization","level":3,"score":0.5210306644439697},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.49074968695640564},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.47840818762779236},{"id":"https://openalex.org/C2779898492","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Network virtualization","level":4,"score":0.4530489146709442},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44550880789756775},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4249558448791504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39161837100982666},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.22820419073104858},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21283119916915894},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.11808204650878906},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ictc52510.2021.9621054","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc52510.2021.9621054","pdf_url":null,"source":{"id":"https://openalex.org/S4363607766","display_name":"2021 International Conference on Information and Communication Technology Convergence (ICTC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1606034","is_oa":false,"landing_page_url":"http://hdl.handle.net/11573/1606034","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":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":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2036718386","https://openalex.org/W2064675550","https://openalex.org/W2100900977","https://openalex.org/W2107878631","https://openalex.org/W2133221510","https://openalex.org/W2133855731","https://openalex.org/W2136848157","https://openalex.org/W2260783129","https://openalex.org/W2591732478","https://openalex.org/W2754252319","https://openalex.org/W2788163338","https://openalex.org/W2804389053","https://openalex.org/W2886902868","https://openalex.org/W2932177597","https://openalex.org/W2966335382","https://openalex.org/W2969649759","https://openalex.org/W2989178978","https://openalex.org/W3009358749","https://openalex.org/W3009957029","https://openalex.org/W3097578968","https://openalex.org/W3153643814"],"related_works":["https://openalex.org/W2317094215","https://openalex.org/W112648010","https://openalex.org/W2947277503","https://openalex.org/W2038957884","https://openalex.org/W206565998","https://openalex.org/W2122873612","https://openalex.org/W2802062002","https://openalex.org/W4249955145","https://openalex.org/W1661390099","https://openalex.org/W2461440407"],"abstract_inverted_index":{"The":[0],"high":[1],"reconfiguration":[2],"time":[3],"of":[4,11,18,35,56,74,77],"virtualised":[5],"networks":[6],"led":[7],"to":[8,43,71],"the":[9,16,19,33,41,51,54,57,64,72,78],"definition":[10],"allocation":[12,29,59],"procedures":[13],"based":[14],"on":[15,53],"prediction":[17],"processing":[20,36,80],"resources":[21,37,42],"required.":[22],"We":[23,49],"propose":[24],"an":[25],"Artificial":[26],"Intelligence-based":[27],"resource":[28],"procedure":[30,60],"in":[31],"which":[32],"use":[34],"is":[38,67],"monitored":[39],"and":[40,61],"be":[44],"allocated":[45],"are":[46],"accordingly":[47],"predicted.":[48],"evaluate":[50],"impact":[52],"costs":[55],"proposed":[58],"show":[62],"that":[63],"cost":[65],"increase":[66],"limited":[68],"with":[69],"respect":[70],"case":[73],"exact":[75],"knowledge":[76],"needed":[79],"resources.":[81]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2021-12-31T00:00:00"}
