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Table 2 Three domains for RAN performance improvement [84]

From: An architecture and performance evaluation framework for artificial intelligence solutions in beyond 5G radio access networks

Domain

Parameter type

Network entities

Update frequency

Network design

Deployment parameters

Basebands, cells, RAN configurations, etc.

Monthly/weekly

Network optimization

Network hyper-parameters

Cell clusters/individual cells

Weekly/daily/ hourly

RAN algorithms

L3 to L1 transmission parameters

Cells and user equipment

Seconds/ milliseconds