L2hforadaptivity Ef F1 F3 F5

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L2hforadaptivity Ef F1 F3 F5

EF-F3 = (Throughput_adaptive / Throughput_non-adaptive) × (1 - Latency_overhead / Latency_baseline)

A score of 1.0 indicates no negative impact from adaptivity. Scores below 0.5 suggest the hierarchy reconfiguration consumes more resources than it saves. L2HforAdaptivity uses EF-F3 to trigger a “lazy hierarchy” mode where L2 operates semi-autonomously without continuous H updates. Purpose : Assesses the system’s ability to maintain effective adaptivity over a rolling horizon of five decision steps. l2hforadaptivity ef f1 f3 f5

The number 5 in F5 is not arbitrary. L2H’s designers found that most adaptive control problems exhibit Markov-like properties up to 5 steps; beyond that, environmental noise dominates. EF-F5 is computed as: l2hforadaptivity ef f1 f3 f5