Standalone gradient measurement of matrix norm for programmable unitary converters

Yoshitaka Taguchi, Yasuyuki Ozeki
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Abstract

Programmable unitary converters are powerful tools for realizing unitary transformations, advancing fields of computing and communication. The accuracy of these unitary transformations is crucial for maintaining high fidelity in such applications. However, various physical artifacts can impair the accuracy of the synthesized transformations. A commonly employed approach uses the system’s gradient to restore accuracy. Although this gradient can indeed be physically measured using ex-ternal equipment, it leads to a rather complex optical system. In this study, we propose a standalone method for measuring matrix norm gradients, where ‘standalone’ means that no additional optical equipment is needed. This method is based on the mathematical fact that the central difference, which is generally used for the approximation of differentiation, can yield exact differentiation for any unitary transformer. Furthermore, we introduce a new matrix distance that is suitable for optimizing unitary converters which use intensity detectors at the output. Numerical analysis demonstrates that our method exhibits orders of magnitude higher tolerance to measurement noise than prior similar approaches.
用于可编程单元转换器的矩阵规范独立梯度测量法
可编程单元转换器是实现单元变换的强大工具,推动了计算和通信领域的发展。这些单元变换的精度对于在此类应用中保持高保真至关重要。然而,各种物理假象会损害合成变换的准确性。一种常用的方法是利用系统的梯度来恢复精度。虽然这种梯度确实可以通过外部设备进行物理测量,但它会导致一个相当复杂的光学系统。在本研究中,我们提出了一种测量矩阵规范梯度的独立方法,这里的 "独立 "指的是不需要额外的光学设备。这种方法基于这样一个数学事实:通常用于近似微分的中心差分法可以对任何单元变压器进行精确微分。此外,我们还引入了一种新的矩阵距离,适用于优化输出端使用强度探测器的单元变换器。数值分析表明,与之前的类似方法相比,我们的方法对测量噪声的容忍度高出几个数量级。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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