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The hierarchy stems from solving the largest sub‑problem (digital precoders) first, then cascading to smaller (code rates) and finally to the smallest (analog phases). Convergence is guaranteed under standard ADMM assumptions because each sub‑problem is convex after fixing the other variables.

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YOOFUSHL: A Novel Framework for Yield‑Optimized Orthogonal Frequency Unified Signal‑Hybrid Layers in Next‑Generation Wireless Networks

A. K. Patel¹, M. L. Zhang², R. S. Gupta³, L. Hernández⁴ The hierarchy stems from solving the largest sub‑problem

Section 2 reviews related work; Section 3 details the YOOFUSHL architecture; Section 4 presents the mathematical model; Section 5 describes the H‑ADMM algorithm; Section 6 provides simulation results; Section 7 discusses practical considerations; Section 8 concludes and outlines future directions.

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This work makes the following contributions:

The design variables are: