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Rapid laser solver for the phase retrieval problem

机译:快速激光求解器用于相位恢复问题

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摘要

Tailored physical systems were recently exploited to rapidly solve hard computational challenges, such as spin simulators, combinatorial optimization, and focusing through scattering media. Here, we address the phase retrieval problem where an object is reconstructed from its scattered intensity distribution. This is a key problem in many applications, ranging from x-ray imaging to astrophysics, and currently, it lacks efficient direct reconstruction methods: The widely used indirect iterative algorithms are inherently slow. We present an optical approach based on a digital degenerate cavity laser, whose most probable lasing mode rapidly and efficiently reconstructs the object. Our experimental results suggest that the gain competition between the many lasing modes acts as a highly parallel computer that could rapidly solve the phase retrieval problem. Our approach applies to most two-dimensional objects with known compact support, including complex-valued objects, and can be generalized to imaging through scattering media and other hard computational tasks.
机译:定制的物理系统最近被用来快速解决艰巨的计算难题,例如自旋模拟器,组合优化以及通过散射介质聚焦。在这里,我们解决了相位恢复问题,即根据对象的分散强度分布重建对象。从X射线成像到天体物理学,这是许多应用中的关键问题,目前,它缺乏有效的直接重建方法:广泛使用的间接迭代算法固有地速度较慢。我们提出了一种基于数字简并腔激光器的光学方法,其最可能的激光模式可以快速有效地重建物体。我们的实验结果表明,许多激光模式之间的增益竞争可作为高度并行的计算机,可以快速解决相位检索问题。我们的方法适用于大多数已知具有紧凑支持的二维对象,包括复数值对象,并且可以推广到通过散射介质和其他艰巨的计算任务进行成像。

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