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Wavefront Reconstruction Using Two-Frame Random Interferometry Based on Swin-Unet
Shu, Xindong1,2; Li, Baopeng1; Ma, Zhen1
作者部门先进光学元件试制中心
2024-02
发表期刊PHOTONICS
ISSN2304-6732
卷号11期号:2
产权排序1
摘要

Due to its high precision, phase-shifting interferometry (PSI) is a commonly used optical component detection method in interferometers. However, traditional PSI, which is susceptible to environmental factors, is costly, with piezoelectric ceramic transducer (PZT) being a major contributor to the high cost of interferometers. In contrast, two-frame random interferometry does not require precise multiple phase shifts, which only needs one random phase shift, reducing control costs and time requirements, as well as mitigating the impact of environmental factors (mechanical vibrations and air turbulence) when acquiring multiple interferograms. A novel method for wavefront reconstruction using two-frame random interferometry based on Swin-Unet is proposed. Besides, improvements have been made on the basis of the established algorithm to develop a new wavefront reconstruction method named Phase U-Net plus (PUN+). According to training the Swin-Unet and PUN+ with a large amount of simulated data generated by physical models, both of the methods accurately compute the wrapped phase from two frames of interferograms with an unknown phase step (except for multiples of pi). The superior performance of both methods is effectively showcased by reconstructing phases from both simulated and real interferograms, in comprehensive comparisons with several classical algorithms. The proposed Swin-Unet outperforms PUN+ in reconstructing the wrapped phase and unwrapped phase.

关键词wavefront reconstruction deep learning phase-shifting interferometry
DOI10.3390/photonics11020122
收录类别SCI
语种英语
WOS记录号WOS:001172415000001
出版者MDPI
引用统计
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/97261
专题先进光学元件试制中心
通讯作者Li, Baopeng
作者单位1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714
Shu, Xindong,Li, Baopeng,Ma, Zhen. Wavefront Reconstruction Using Two-Frame Random Interferometry Based on Swin-Unet[J]. PHOTONICS,2024,11(2).
APA Shu, Xindong,Li, Baopeng,&Ma, Zhen.(2024).Wavefront Reconstruction Using Two-Frame Random Interferometry Based on Swin-Unet.PHOTONICS,11(2).
MLA Shu, Xindong,et al."Wavefront Reconstruction Using Two-Frame Random Interferometry Based on Swin-Unet".PHOTONICS 11.2(2024).
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