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Table 7 Performance comparison for the three learning systems

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

Learning system

Centralized AI

Decentralized AI

Hybrid AI

Average age  reduction over PF

60%

58%

59%

Maximum age reduction over PF

65%

62%

64%

Inter access node traffic for training

120 KBytes/s per UE

n/a

30 KBytes/s per UE

Inter access node signal for synch

1 Kbyte/s per UE

1 Kbyte/s per UE

1 KByte/s per UE

Average/Maximum age reduction gain (%-e) per unit cost (1 KBps)

0.50/0.54

58/62

1.90/2.06

Average/Maximum age reduction cost (KBps) per percentage gain (%-e)

2.02/1.86

0.02/0.02

0.53/0.48