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Research PaperResearchia:202606.24037

Offline Channel-Independent QAOA Angles for RIS Power Aggregation: Unit-Circle Phase Dictionaries and Infinite-Size Spin-Glass Limits

Burhan Gulbahar

Abstract

Reconfigurable intelligent surfaces (RIS) maximize received power by setting per-element phases. Discrete-phase optimization is NP-hard in the worst case, while the quantum approximate optimization algorithm (QAOA) applied to RIS faces limited phase alphabets, either per-problem angle optimization or uncharacterized training cost exposed to barren plateaus, and no scalable performance benchmark. We introduce a $2^{M}$-phase $θ$ dictionary for optimizing power $\|\mathbf{A} \, e^{jθ}\|^{2}$ havin...

Submitted: June 24, 2026Subjects: Engineering; Chemical Engineering

Description / Details

Reconfigurable intelligent surfaces (RIS) maximize received power by setting per-element phases. Discrete-phase optimization is NP-hard in the worst case, while the quantum approximate optimization algorithm (QAOA) applied to RIS faces limited phase alphabets, either per-problem angle optimization or uncharacterized training cost exposed to barren plateaus, and no scalable performance benchmark. We introduce a 2M2^{M}-phase θθ dictionary for optimizing power Aejθ2\|\mathbf{A} \, e^{jθ}\|^{2} having K×NK \times N channel matrix A\mathbf{A} and QAOA angle offline optimization with instance and size-independent infinite-size limit of the mixed-qq Gaussian ensemble of Basso et al. Our design bounds the spin-Hamiltonian interaction order to at most quartic for any MM, and the deployed order-2 reduction lies below the even-q ⁣ ⁣4q\!\ge\!4 regime in which constant-level QAOA limitations are proved. We perform analytical, state-vector, matrix-product-state and Pauli-path-simulation numerical studies for N=K100N=K \leq 100 and QAOA depth p=9p=9, verifying offline angle transfer to Rayleigh, Rician/line-of-sight, cascaded double-fading and spatially-correlated RIS channels at N ⁣ ⁣{5,12}N\!\in\!\{5,12\}. We observe performance reaching a near-optimal multi-start single-flip local-search reference for N ⁣ ⁣16N\!\le\!16 under order-2 modeling with 25=322^{5}{=}32-phase dictionary while the order-4 model shows a performance ceiling below the classical reference. The approach suggests a route to near-optimal large-NN performance on future fault-tolerant (FTQ) quantum computers, which enable the higher-depth QAOA circuits.


Source: arXiv:2606.24540v1 - http://arxiv.org/abs/2606.24540v1 PDF: https://arxiv.org/pdf/2606.24540v1 Original Link: http://arxiv.org/abs/2606.24540v1

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Date:
Jun 24, 2026
Topic:
Chemical Engineering
Area:
Engineering
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Offline Channel-Independent QAOA Angles for RIS Power Aggregation: Unit-Circle Phase Dictionaries and Infinite-Size Spin-Glass Limits | Researchia