Deep learning wavefront sensing for fine phasing of segmented mirrors

doi:10.1364/OE.434024

CIOMP OpenIR

	Deep learning wavefront sensing for fine phasing of segmented mirrors
	Y. Wang; F. Jiang; G. Ju; B. Xu; Q. An; C. Zhang; S. Wang and S. Xu
	2021
发表期刊	Optics Express
ISSN	10944087
卷号	29 期号:16 页码:25960-25978
摘要	Segmented primary mirror provides many crucial important advantages for the construction of extra-large space telescopes. The imaging quality of this class of telescope is susceptible to phasing error between primary mirror segments. Deep learning has been widely applied in the field of optical imaging and wavefront sensing, including phasing segmented mirrors. Compared to other image-based phasing techniques, such as phase retrieval and phase diversity, deep learning has the advantage of high efficiency and free of stagnation problem. However, at present deep learning methods are mainly applied to coarse phasing and used to estimate piston error between segments. In this paper, deep Bi-GRU neural work is introduced to fine phasing of segmented mirrors, which not only has a much simpler structure than CNN or LSTM network, but also can effectively solve the gradient vanishing problem in training due to long term dependencies. By incorporating phasing errors (piston and tip-tilt errors), some low-order aberrations as well as other practical considerations, Bi-GRU neural work can effectively be used for fine phasing of segmented mirrors. Simulations and real experiments are used to demonstrate the accuracy and effectiveness of the proposed methods. 2021 Optical Society of America.
DOI	10.1364/OE.434024
URL	查看原文
收录类别	SCI ; EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/65129
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	Y. Wang,F. Jiang,G. Ju,et al. Deep learning wavefront sensing for fine phasing of segmented mirrors[J]. Optics Express,2021,29(16):25960-25978.
APA	Y. Wang.,F. Jiang.,G. Ju.,B. Xu.,Q. An.,...&S. Wang and S. Xu.(2021).Deep learning wavefront sensing for fine phasing of segmented mirrors.Optics Express,29(16),25960-25978.
MLA	Y. Wang,et al."Deep learning wavefront sensing for fine phasing of segmented mirrors".Optics Express 29.16(2021):25960-25978.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Deep learning wavefr（4462KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载