Table 9 Reliability metrics comparison.

From: Adaptive AI-enhanced computation offloading with machine learning for QoE optimization and energy-efficient mobile edge systems

Scenario

Task completion rate

System throughput

Mean time to failure

Proposed Framework

99.8%

95%

1200 h

Baseline (Static Allocation)

92%

75%

800 h