{"id":"https://openalex.org/W4312378775","doi":"https://doi.org/10.1109/meditcom55741.2022.9928667","title":"A Model Drift Detection and Adaptation Framework for 5G Core Networks","display_name":"A Model Drift Detection and Adaptation Framework for 5G Core Networks","publication_year":2022,"publication_date":"2022-09-05","ids":{"openalex":"https://openalex.org/W4312378775","doi":"https://doi.org/10.1109/meditcom55741.2022.9928667"},"language":"en","primary_location":{"id":"doi:10.1109/meditcom55741.2022.9928667","is_oa":false,"landing_page_url":"https://doi.org/10.1109/meditcom55741.2022.9928667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","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/A5003885484","display_name":"Dimitrios Michael Manias","orcid":"https://orcid.org/0000-0003-4390-3093"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Dimitrios Michael Manias","raw_affiliation_strings":["Western University,ECE Department,London,ON,Canada","ECE Department, Western University, London, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Western University,ECE Department,London,ON,Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"ECE Department, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087831825","display_name":"Ali Chouman","orcid":null},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ali Chouman","raw_affiliation_strings":["Western University,ECE Department,London,ON,Canada","ECE Department, Western University, London, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Western University,ECE Department,London,ON,Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"ECE Department, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041270670","display_name":"Abdallah Shami","orcid":"https://orcid.org/0000-0003-2887-0350"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abdallah Shami","raw_affiliation_strings":["Western University,ECE Department,London,ON,Canada","ECE Department, Western University, London, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Western University,ECE Department,London,ON,Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"ECE Department, Western University, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5003885484"],"corresponding_institution_ids":["https://openalex.org/I125749732"],"apc_list":null,"apc_paid":null,"fwci":1.4583,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.85027383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"197","last_page":"202"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","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/T12761","display_name":"Data Stream Mining Techniques","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/T10603","display_name":"Smart Grid Energy Management","score":0.9965000152587891,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/orchestration","display_name":"Orchestration","score":0.7747796773910522},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7520817518234253},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6717405915260315},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.6058183908462524},{"id":"https://openalex.org/keywords/core-network","display_name":"Core network","score":0.5856071710586548},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.5710287690162659},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5215665698051453},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.4781959056854248},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.41813158988952637},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.365728497505188},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3520625829696655},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2769201993942261},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1733449399471283},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1466417908668518},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.09357088804244995}],"concepts":[{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.7747796773910522},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7520817518234253},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6717405915260315},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.6058183908462524},{"id":"https://openalex.org/C5038329","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Core network","level":2,"score":0.5856071710586548},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.5710287690162659},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5215665698051453},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.4781959056854248},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41813158988952637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.365728497505188},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3520625829696655},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2769201993942261},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1733449399471283},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1466417908668518},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.09357088804244995},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/meditcom55741.2022.9928667","is_oa":false,"landing_page_url":"https://doi.org/10.1109/meditcom55741.2022.9928667","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1585854823","https://openalex.org/W2143991132","https://openalex.org/W2281611560","https://openalex.org/W3090870117","https://openalex.org/W3153970166","https://openalex.org/W3163857886","https://openalex.org/W3200219001","https://openalex.org/W4210429318","https://openalex.org/W4285814017","https://openalex.org/W6631190155"],"related_works":["https://openalex.org/W79913212","https://openalex.org/W2094884983","https://openalex.org/W2378898096","https://openalex.org/W560952460","https://openalex.org/W2290927522","https://openalex.org/W4283579741","https://openalex.org/W3066706303","https://openalex.org/W876159576","https://openalex.org/W4315605910","https://openalex.org/W2081290304"],"abstract_inverted_index":{"The":[0,93,135],"advent":[1],"of":[2,22,65,86,115,137,143,159],"Fifth":[3],"Generation":[4],"(5G)":[5],"and":[6,20,31,50,68,73,104,127,133],"beyond":[7],"5G":[8,108,117],"networks":[9,67],"(5G+)":[10],"has":[11],"revolutionized":[12],"the":[13,18,39,62,84,91,128,141,144,157,160,166],"way":[14],"network":[15,35,57],"operators":[16],"consider":[17],"management":[19],"orchestration":[21],"their":[23,55,69],"networks.":[24,110],"With":[25],"an":[26],"increased":[27],"focus":[28],"on":[29],"intelligence":[30,52],"automation":[32],"through":[33],"core":[34,109,118],"functions":[36],"such":[37],"as":[38,154,156],"NWDAF,":[40],"service":[41],"providers":[42],"are":[43],"tasked":[44],"with":[45],"integrating":[46],"machine":[47],"learning":[48],"models":[49,88],"artificial":[51],"systems":[53],"into":[54],"existing":[56],"operation":[58],"practices.":[59],"Due":[60],"to":[61,148,164,170],"dynamic":[63],"nature":[64],"next-generation":[66],"supported":[70],"use":[71],"cases":[72],"applications,":[74],"model":[75,101],"drift":[76,102,121,145,161],"is":[77,125,131],"a":[78,100,112,116,120,151],"serious":[79],"concern,":[80],"which":[81],"can":[82],"deteriorate":[83],"performance":[85],"intelligent":[87],"deployed":[89,132],"throughout":[90],"network.":[92],"work":[94,139],"presented":[95],"in":[96,122],"this":[97,138],"paper":[98],"introduces":[99],"detection":[103,146],"adaptation":[105,162],"module":[106,147,163],"for":[107],"Using":[111],"functional":[113],"prototype":[114],"network,":[119],"user":[123],"behaviour":[124],"emulated,":[126],"proposed":[129],"framework":[130],"tested.":[134],"results":[136],"demonstrate":[140],"ability":[142,158],"accurately":[149],"characterize":[150],"drifted":[152],"concept":[153],"well":[155],"begin":[165],"necessary":[167],"remediation":[168],"efforts":[169],"restore":[171],"system":[172],"performance.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
