Given user‑specified targets ((L_\max, E_\max)) the optimisation problem is:
We use an architecture with Proximal Policy Optimisation (PPO). Training proceeds on a simulated environment built from the cost models (Section 3). After convergence, the policy directly outputs a configuration (\mathbfC^\ast). mutazhakmi
In Islamic jurisprudence (Fiqh), Mutazhakmi is often used to describe individuals who are exempt from certain Islamic obligations, such as: Given user‑specified targets ((L_\max