{"id":"https://openalex.org/W7156323462","doi":"https://doi.org/10.1109/icin69025.2026.11481841","title":"Demonstrating Real-Time RAN Observability in Open-Source 5G: Controlled Interference Scenario","display_name":"Demonstrating Real-Time RAN Observability in Open-Source 5G: Controlled Interference Scenario","publication_year":2026,"publication_date":"2026-03-30","ids":{"openalex":"https://openalex.org/W7156323462","doi":"https://doi.org/10.1109/icin69025.2026.11481841"},"language":null,"primary_location":{"id":"doi:10.1109/icin69025.2026.11481841","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icin69025.2026.11481841","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 29th Conference on Innovation in Clouds, Internet and Networks (ICIN)","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/A5122683345","display_name":"Yassir Amami","orcid":null},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yassir Amami","raw_affiliation_strings":["Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France","institution_ids":["https://openalex.org/I1326498283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122463179","display_name":"Ziyad Mabrouk","orcid":null},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ziyad Mabrouk","raw_affiliation_strings":["Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France","institution_ids":["https://openalex.org/I1326498283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056895632","display_name":"Chadi Barakat","orcid":"https://orcid.org/0000-0003-2044-1279"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Chadi Barakat","raw_affiliation_strings":["Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France","institution_ids":["https://openalex.org/I1326498283"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5134672294","display_name":"Thierry Turletti","orcid":null},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Thierry Turletti","raw_affiliation_strings":["Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inria, Universit&#x00E9; C&#x00F4;te d&#x0027;Azur,France","institution_ids":["https://openalex.org/I1326498283"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1326498283"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.36660000681877136,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.36660000681877136,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10714","display_name":"Software-Defined Networks and 5G","score":0.19869999587535858,"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/T12079","display_name":"IoT Networks and Protocols","score":0.07169999927282333,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/interference","display_name":"Interference (communication)","score":0.5081999897956848},{"id":"https://openalex.org/keywords/observability","display_name":"Observability","score":0.4912000000476837},{"id":"https://openalex.org/keywords/ran","display_name":"Ran","score":0.4108000099658966},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.37950000166893005},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.3301999866962433}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5364999771118164},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.5081999897956848},{"id":"https://openalex.org/C36299963","wikidata":"https://www.wikidata.org/wiki/Q1369844","display_name":"Observability","level":2,"score":0.4912000000476837},{"id":"https://openalex.org/C160704184","wikidata":"https://www.wikidata.org/wiki/Q18031028","display_name":"Ran","level":2,"score":0.4108000099658966},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.37950000166893005},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.35659998655319214},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.3301999866962433},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.32249999046325684},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.27730000019073486},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2635999917984009}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icin69025.2026.11481841","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icin69025.2026.11481841","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 29th Conference on Innovation in Clouds, Internet and Networks (ICIN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.42253851890563965}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W4403390883","https://openalex.org/W7156293927"],"related_works":[],"abstract_inverted_index":{"Diagnosing":[0],"performance":[1,28,127],"degradations":[2],"in":[3,17,88,117],"5G":[4],"networks":[5],"remains":[6],"challenging":[7],"due":[8],"to":[9,32],"the":[10,70,78],"limited":[11],"visibility":[12],"of":[13,125],"internal":[14],"RAN":[15,39,126],"behavior":[16],"open-source":[18,43],"deployments,":[19],"where":[20,109],"radio":[21,53,107],"impairments,":[22],"such":[23],"as":[24],"interference,":[25],"directly":[26],"affect":[27],"and":[29,47,81,84,99,115,122],"are":[30],"difficult":[31],"observe.":[33],"This":[34],"demo":[35],"presents":[36],"a":[37,64,102],"real-time":[38],"observability":[40],"framework":[41,98],"for":[42,69],"5":[44],"G":[45],"systems":[46],"demonstrates":[48],"its":[49],"effectiveness":[50],"under":[51],"controlled":[52,103],"interference.":[54],"The":[55,90],"solution":[56],"extends":[57],"Monarch's":[58],"existing":[59],"cloud-native":[60],"monitoring":[61],"stack":[62],"with":[63,105],"non-intrusive,":[65],"Prometheus-compatible":[66],"telemetry":[67],"pipeline":[68],"OAI":[71],"gNB,":[72],"exposing":[73],"fine-grained,":[74],"per-UE":[75],"metrics":[76],"from":[77],"physical,":[79],"MAC,":[80],"RRC":[82],"layers":[83],"visualizing":[85],"them":[86],"live":[87],"Grafana.":[89],"system":[91],"is":[92],"deployed":[93],"automatically":[94],"using":[95],"an":[96],"Ansible-based":[97],"validated":[100],"on":[101],"testbed":[104],"real":[106,118],"hardware,":[108],"interference-induced":[110],"effects":[111],"can":[112],"be":[113],"observed":[114],"correlated":[116],"time,":[119],"enabling":[120],"rapid":[121],"practical":[123],"diagnosis":[124],"degradation.":[128]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-04-28T00:00:00"}
