Xi'an Institute of Optics and Precision Mechanics,CAS
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
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ISSN | 2304-6732 |
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 |
DOI | 10.3390/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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Wavefront Reconstruc(9857KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 请求全文 |
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