Dynamic & RL

Dynamic LCO & RL Demo

Stochastic Poisson arrivals with rolling-horizon re-optimization (H=14)

Figure 2: Dynamic LCO Flow

Booking Arrivals (Poisson)
Tier L1 Feasibility Gate
State Update
Nightly LCO Re-optimization
RL Parameter Update

Intra-Tier Parameters (RL Tunable)

LCPG Update Rule

theta ← theta + eta * grad_theta(E[r] - sum(lambda * [Z - E[r]])+)

Safety shielding ensures no violation of locked tiers. Floors Z*ₖ are preserved at every RL step.

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