AI/ML Service Enablers & Model Maintenance for Beyond 5G Networks

نویسندگان

چکیده

Artificial IntelligenceandMachineLearning (AI/ML) cantransformmobilecommunications,enablenew applications andservices,andpavethewaybeyond5G.The adoption ofAI/MLmayalsoadvancenetworkoptimizations and servicelife-cyclemanagement.Thisarticleprovidesan overviewofAI/MLanalyticsexploringthemainconceptsin relationtonetworkautomationandservice-basedarchitectures. Furthermore,itshedslightonAI/MLanalyticsserviceenablers by consideringasystem-levelapproachelaboratingonthekey technologies relatedtoservicediscovery,request,control,and reportingofAI/MLanalytics.Finally,itprovidesananalysis formaintainingtheservicesofAI/MLanalyticsup-to-date,by considering modificationsoftheAI/MLmodelinordertodetect, interpret,andcompensateforpotentialperformancedrifts.

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ژورنال

عنوان ژورنال: IEEE Network

سال: 2023

ISSN: ['0890-8044', '1558-156X']

DOI: https://doi.org/10.1109/mnet.129.2200417