Channel phase extraction for a coherent beam combining system using a 2D target intensity image and the CMA-ES algorithm

IF 0.8 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Journal of the Korean Physical Society Pub Date : 2024-06-25 DOI:10.1007/s40042-024-01130-7
Minsu Yeo, Byungho Kim, Hansol Kim, Yoonchan Jeong
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Abstract

We investigate a novel covariant matrix adaption-evolution strategy (CMA-ES)-based method proposed for extracting channel phase information by measuring a two-dimensional (2D) target intensity image (2D-TII) of a coherent beam combining (CBC) system both numerically and experimentally for the first time to the best of our knowledge. The proposed method was first investigated on 1,000 samples of 2D-TIIs numerically generated by a virtual 3-channel CBC system. For all samples, the channel phase information was extracted almost perfectly, with the inter-image correlation coefficient reaching or exceeding 0.99 and the overall root-mean-square phase error of 0.0735 rad within 17 iterations of the algorithm, for example. Next, the investigation was extended onto another 1,000 samples of 2D-TIIs experimentally measured with a real-world 3-channel CBC setup via a charge-coupled device (CCD) camera at a rate of 16 fps with an exposure time of 10 ms. The channel phase information was extracted with the inter-image correlation coefficient reaching or exceeding 0.9 for 972 or 979 samples within 15 or 45 iterations of the algorithm, respectively, with the latter case of which its overall average was estimated at 0.947. The relatively low performance of the proposed method within 21 out of 1,000 samples, where the overall average of the inter-image correlation coefficient remained at 0.880 regardless of further increases in the number of iterations, was attributed to the lowered image contrasts of the measured 2D-TIIs caused by the uncontrolled intrusion of external noise components that could not be rectified by the CCD camera due to its limited exposure time. We expect the proposed method to be useful for research and analysis on a variety of real-world CBC systems as well as other related applications where phase information needs to be extracted.

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利用二维目标强度图像和 CMA-ES 算法提取相干波束合成系统的通道相位
我们研究了一种新颖的基于协变矩阵自适应进化策略(CMA-ES)的方法,该方法通过测量相干波束合成(CBC)系统的二维(2D)目标强度图像(2D-TII)来提取信道相位信息,据我们所知,这是首次通过数值和实验来实现。我们首先对虚拟 3 通道 CBC 系统数值生成的 1,000 个 2D-TII 样本进行了研究。对于所有样本,信道相位信息几乎都能完美提取,例如,在算法的 17 次迭代中,图像间相关系数达到或超过 0.99,总体均方根相位误差为 0.0735 rad。接下来,研究扩展到另外 1,000 个 2D-TIIs 样本,这些样本是通过电荷耦合器件 (CCD) 摄像机,以 16 帧/秒的速率和 10 毫秒的曝光时间,使用真实世界中的 3 通道 CBC 设置进行实验测量的。在算法迭代 15 或 45 次的情况下,提取的信道相位信息在 972 或 979 个样本中的图像间相关系数分别达到或超过 0.9,其中后一种情况的总体平均值估计为 0.947。在 1,000 个样本中的 21 个样本中,无论迭代次数如何增加,图像间相关系数的总平均值都保持在 0.880,这是因为测量的二维-TII 图像对比度较低,原因是外部噪声成分不受控制地侵入,而 CCD 摄像机的曝光时间有限,无法纠正这些噪声成分。我们希望所提出的方法能有助于研究和分析现实世界中的各种 CBC 系统以及其他需要提取相位信息的相关应用。
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来源期刊
Journal of the Korean Physical Society
Journal of the Korean Physical Society PHYSICS, MULTIDISCIPLINARY-
CiteScore
1.20
自引率
16.70%
发文量
276
审稿时长
5.5 months
期刊介绍: The Journal of the Korean Physical Society (JKPS) covers all fields of physics spanning from statistical physics and condensed matter physics to particle physics. The manuscript to be published in JKPS is required to hold the originality, significance, and recent completeness. The journal is composed of Full paper, Letters, and Brief sections. In addition, featured articles with outstanding results are selected by the Editorial board and introduced in the online version. For emphasis on aspect of international journal, several world-distinguished researchers join the Editorial board. High quality of papers may be express-published when it is recommended or requested.
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