Fully Programmable Spatial Photonic Ising Machine by Focal Plane Division

IF 9 1区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Physical review letters Pub Date : 2025-02-14 DOI:10.1103/physrevlett.134.063802
Daniele Veraldi, Davide Pierangeli, Silvia Gentilini, Marcello Calvanese Strinati, Jason Sakellariou, James S. Cummins, Airat Kamaletdinov, Marvin Syed, Richard Zhipeng Wang, Natalia G. Berloff, Dimitrios Karanikolopoulos, Pavlos G. Savvidis, Claudio Conti
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Abstract

Ising machines are an emerging class of hardware that promises ultrafast and energy-efficient solutions to NP-hard combinatorial optimization problems. Spatial photonic Ising machines (SPIMs) exploit optical computing in free space to accelerate the computation, showcasing parallelism, scalability, and low power consumption. However, current SPIMs can implement only a restricted class of problems. This partial programmability is a critical limitation that hampers their benchmark. Achieving full programmability of the device while preserving its scalability is an open challenge. Here, we report a fully programmable SPIM achieved through a novel operation method based on the division of the focal plane. In our scheme, a general Ising problem is decomposed into a set of Mattis Hamiltonians, whose energies are simultaneously computed optically by measuring the intensity on different regions of the camera sensor. Exploiting this concept, we experimentally demonstrate the computation with high success probability of ground-state solutions of up to 32-spin Ising models on unweighted maximum cut graphs with and without ferromagnetic bias. Simulations of the hardware prove a favorable scaling of the accuracy with the number of spin. Our fully programmable SPIM enables the implementation of many quadratic unconstrained binary optimization problems, further establishing SPIMs as a leading paradigm in non–von Neumann hardware. Published by the American Physical Society 2025
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全可编程空间光子成像机焦平面划分
伊辛机器是一种新兴的硬件,它承诺超快速和节能的解决方案,以NP-hard组合优化问题。空间光子计算机(SPIMs)利用自由空间中的光计算来加速计算,展示了并行性、可扩展性和低功耗。然而,当前的spim只能实现一类受限的问题。这种部分可编程性是阻碍基准测试的关键限制。实现设备的完全可编程性,同时保持其可扩展性是一个公开的挑战。本文报道了一种基于焦平面划分的新型操作方法,实现了一种完全可编程的SPIM。在我们的方案中,一般的伊辛问题被分解成一组马蒂斯哈密顿量,其能量通过测量相机传感器不同区域上的强度来同时光学计算。利用这一概念,我们通过实验证明了在有或没有铁磁偏置的未加权最大切图上计算多达32个自旋Ising模型基态解的高成功率。硬件仿真结果表明,该方法的精度与自旋数成正比。我们的完全可编程的SPIM能够实现许多二次型无约束二进制优化问题,进一步建立SPIM作为非冯诺伊曼硬件的领先范例。2025年由美国物理学会出版
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来源期刊
Physical review letters
Physical review letters 物理-物理:综合
CiteScore
16.50
自引率
7.00%
发文量
2673
审稿时长
2.2 months
期刊介绍: Physical review letters(PRL)covers the full range of applied, fundamental, and interdisciplinary physics research topics: General physics, including statistical and quantum mechanics and quantum information Gravitation, astrophysics, and cosmology Elementary particles and fields Nuclear physics Atomic, molecular, and optical physics Nonlinear dynamics, fluid dynamics, and classical optics Plasma and beam physics Condensed matter and materials physics Polymers, soft matter, biological, climate and interdisciplinary physics, including networks
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