利用神经网络和最小二乘法从随机移相干涉图中检索相位

IF 3.5 2区 工程技术 Q2 OPTICS Optics and Lasers in Engineering Pub Date : 2024-09-12 DOI:10.1016/j.optlaseng.2024.108554
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引用次数: 0

摘要

本文提出了一种从三帧随机移相干涉图中检索相位的神经网络和最小二乘法。相位检索方法包括两个过程。首先,利用神经网络预测三帧随机相移干涉图的相移。确定相移后,使用最小二乘法检索相位。该方法简单,无需迭代计算。通过比较先进的迭代算法,验证了所提方法的准确性。通过对模拟干涉图的分析,相位误差的均方根(RMS)可接近 0.1 rad。干涉仪记录的干涉图验证了这一方法的可行性。
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Phase retrieval from random phase-shifting interferograms using neural network and least squares method

This paper proposes a neural network and least squares method to retrieve phase from three-frame random phase-shifting interferograms. The phase retrieval method involves two processes. Firstly, a neural network is utilized to predict phase shifts of the three-frame random phase-shifting interferograms. After the phase shifts are determined, the phase is retrieved using the least squares method. The method is simple, and does not require iterative calculation. The accuracy of the proposed method is verified by comparing the advanced iterative algorithm. Through the analysis of the simulated interferograms, the root mean square (RMS) of phase error can approach 0.1 rad. The interferograms recorded in the interferometer verifies the feasibility.

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来源期刊
Optics and Lasers in Engineering
Optics and Lasers in Engineering 工程技术-光学
CiteScore
8.90
自引率
8.70%
发文量
384
审稿时长
42 days
期刊介绍: Optics and Lasers in Engineering aims at providing an international forum for the interchange of information on the development of optical techniques and laser technology in engineering. Emphasis is placed on contributions targeted at the practical use of methods and devices, the development and enhancement of solutions and new theoretical concepts for experimental methods. Optics and Lasers in Engineering reflects the main areas in which optical methods are being used and developed for an engineering environment. Manuscripts should offer clear evidence of novelty and significance. Papers focusing on parameter optimization or computational issues are not suitable. Similarly, papers focussed on an application rather than the optical method fall outside the journal''s scope. The scope of the journal is defined to include the following: -Optical Metrology- Optical Methods for 3D visualization and virtual engineering- Optical Techniques for Microsystems- Imaging, Microscopy and Adaptive Optics- Computational Imaging- Laser methods in manufacturing- Integrated optical and photonic sensors- Optics and Photonics in Life Science- Hyperspectral and spectroscopic methods- Infrared and Terahertz techniques
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