A Federated Deep Learning Empowered Resource Management Method to Optimize 5G and 6G Quality of Services (QoS)

Table 2

Performance in terms of bit rate requirement, admission gain, and objective function of the proposed FDRL model.

Bit rate	Admission gain	Data ratio (%)	Federated deep reinforcement learning objective function
4	11.25	50.63	14.1227
4.25	15.87	49.25	16.6546
5	16.58	49.47	18.1553
5.25	36.25	48.25	20.6424
6	28.25	51.23	21.5115
6.25	11.69	52.05	24.0631
7	25.35	51.68	25.4336
7.25	22.87	49.98	28.0442
8	13.68	50.61	30.5231
8.25	12.28	49.36	31.3984
9	14.68	50.27	33.2101