Table 10 Component ablation analysis: impact on system performance metrics.
Component removed | QoE degradation | Energy efficiency loss | Convergence time (iterations) |
|---|---|---|---|
None (full AAEO) | 0% | 0% | 500 |
DRL module | 28% | 35% | 850 |
EA module | 15% | 22% | 700 |
FL module | 20% | 18% | 1500 |
DVFS | 5% | 40% | 550 |
Online learning | 25% | 15% | 900 |
