二维希尔伯特变换和二维连续小波变换在复杂条纹图案中鲁棒相位提取的比较评价

IF 1.1 4区 物理与天体物理 Q4 OPTICS Optical Review Pub Date : 2023-09-10 DOI:10.1007/s10043-023-00833-9
Jyoti Singh, Divya Haridas, Anirban Bhowmick, Ramu Pasupathi Sugavaneshwar
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引用次数: 0

摘要

干涉测量技术在大多数应用中被广泛用于获得实时现象,考虑到其非侵入性、映射与所用光源波长一样小的路径长度变化等优点。干涉仪通常以条纹方向的形式记录路径长度的变化。根据观测现象的复杂性,干涉条纹从简单的条纹配位到复杂的条纹结构都会形成。从这些条纹图中提取相位图对于评估相位变化和相应的性质变化非常重要。为了充分利用干涉仪的潜力,有必要开发稳健和准确的相位提取算法。本文讨论了二维希尔伯特变换(HT)和二维连续小波变换(CWT)技术来分析不同方向和条纹间距的条纹图案。模拟干涉图用于生成具有不同方向和间距的实现条纹图案。使用MATLAB软件生成这些模拟图像。为了检查上述算法的效率,在模拟干涉图中添加了具有不同噪声水平(0%、5%、10%)的白高斯滤波器。带有噪声的干涉条纹是许多瞬态和湍流过程中常见的现象。此外,光学配置中的内部噪声和测试环境中的外部噪声也增加了噪声。因此,有必要测试算法对增强噪声的准确性。结果表明,HT算法很难在复杂图案上实现,而且在高噪声干扰下也很难实现。另一方面,二维CWT在复杂条纹图案上具有良好的性能,并且可以以良好的精度处理噪声干扰。连续小波变换对噪声干扰模式不敏感,并且给出了准确的结果。处理时间很短,可以在很短的时间内处理简单和复杂的条纹图案。还可以得出结论,二维CWT算法是非常有效和鲁棒的。
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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A comparative evaluation of 2-D Hilbert transforms and 2-D continuous wavelet transforms for robust phase extraction in complex fringe patterns

Interferometric techniques are widely used to obtain the real-time phenomena in a majority of applications considering its advantages of non-intrusively, mapping changes in path length as small as the wavelength of the light source used, etc. Interferometers often recorded the changes in the path length in the form of fringe orientation. Depending upon the complexity of the phenomena under observation, interferometric fringes are formed from simple fringe ordinations to complex fringe structures. Extracting phase map from these fringe patterns are highly crucial to evaluate the phase change and the corresponding property change. In order to use the interferometers in its full potential, it is necessary to develop robust and accurate algorithms for phase extraction. In this paper, we discuss 2-D Hilbert transforms (HT) and 2-D continuous wavelet transforms (CWT) techniques to analyze fringe patterns of different orientation and inter-fringe spacing. Simulated interferograms were used to generate implemented fringe patterns with different orientation and spacing. MATLAB software is used to generate these simulated image. In order to check the efficiency of the mentioned algorithm, a white Gaussian filter with different noise levels (0%, 5%, 10%) has been added to the simulated interferograms. Interferometric fringes with noise is a common phenomenon in many transient and turbulent processes. Moreover, the in-build noise in optical configuration and external noises in the testing environment also adds to the noise. Hence, it is necessary to test the accuracy of algorithm for enhanced noises. The results show that the HT algorithm was difficult to implement on complex patterns and was also difficult to implement for a high degree of noise interference. The two-dimensional CWT, on the other hand, has good performance on complex striped patterns and can handle noise disturbances with a good degree of accuracy. The continuous wavelet transform is insensitive to noise interference patterns and gives accurate results. The processing time is very short and it can handle both simple and complex fringe patterns within a very short period of time. It can also be concluded that the 2-D CWT algorithm is very effective and robust.

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来源期刊
Optical Review
Optical Review 物理-光学
CiteScore
2.30
自引率
0.00%
发文量
62
审稿时长
2 months
期刊介绍: Optical Review is an international journal published by the Optical Society of Japan. The scope of the journal is: General and physical optics; Quantum optics and spectroscopy; Information optics; Photonics and optoelectronics; Biomedical photonics and biological optics; Lasers; Nonlinear optics; Optical systems and technologies; Optical materials and manufacturing technologies; Vision; Infrared and short wavelength optics; Cross-disciplinary areas such as environmental, energy, food, agriculture and space technologies; Other optical methods and applications.
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