• Acta Physica Sinica
  • Vol. 68, Issue 7, 074203-1 (2019)
Lei Dong1、2、*, Zhen-Wu Lu1, Xin-Yue Liu1, and Zheng-Wei Li1
Author Affiliations
  • 1Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China
  • 2University of Chinese Academy of Sciences, Beijing 100049, China
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    DOI: 10.7498/aps.68.20181801 Cite this Article
    Lei Dong, Zhen-Wu Lu, Xin-Yue Liu, Zheng-Wei Li. Performance optimization of three down-sampling imaging strategies and their comparison with the conventional Fourier telescope[J]. Acta Physica Sinica, 2019, 68(7): 074203-1 Copy Citation Text show less

    Abstract

    In order to obtain a new imaging strategy of the Fourier telescope (FT) with a better imaging quality and a less imaging time, we optimize and compare three down-sampling imaging strategies in this paper: the compressed sensing method (CS), the low-frequency full sampling method (LF) and the variable-density random sampling method (VD), which are different from the traditional Fourier telescope in both of the image quality and the imaging time. The analytical methods are as follows: based on the target’s spectral data obtained from the field experiment of traditional FT, three down-sampling methods (LF, VD and CS) are used to reconstruct the target’s images according to their own sampling modes and reconstruction methods, respectively; the differences between the three down-sampling methods and the traditional FT regarding the image quality are compared by the instinctive observation and the Strehl ratio; based on the analysis of the imaging time, the differences between the three down-sampling methods and the traditional FT regarding the imaging time are preliminarily compared. The analysis shows that: 1) the image quality of the compressed sensing method is better than that of the other two down-sampling methods (LF and VD), slightly lower than that of the traditional imaging; 2) although the image quality of the compressed sensing method is slightly lower than that of the traditional FT, its imaging time is much lower than that of the traditional FT; 3) the field data used in the analysis contain noises, which means that the reconstruction methods of the above three down-sampling strategies have a better robustness to the noises. Based on the above results, it can be seen that the Fourier telescope based on compressed sensing (CS-FT) is an excellent imaging strategy which can greatly reduce the imaging time in the condition with actual noises.
    $ \min\left\{\!{{\left\| {{M}}\cdot {{F}_{u}}\cdot {{x}}\!-\!{{y}} \right\|}^{2}}\!+\!{{\lambda }_{1}}\cdot {{\left\| W\cdot {{x}} \right\|}_{1}}\!+\!{{\lambda }_{2}}\cdot {\rm{TV}}({{x}})\!\right\} $ (1)

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    $ {\rm{Strehl}}=\dfrac{\max|{{O}_{\rm{std}}}(m,n)\otimes {{O}_{\rm{cons}}}(m,n){{|}^{2}}}{\displaystyle\iint{O_{\rm{std}}^{\rm{*}}(m,n)}{{O}_{\rm{std}}}(m,n){\rm{d}}x{\rm{d}}y\displaystyle\iint{O_{\rm{cons}}^{*}(m,n)}{{O}_{\rm{cons}}}(m,n){\rm{d}}m{\rm{d}}n} ,$ (2)

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    Lei Dong, Zhen-Wu Lu, Xin-Yue Liu, Zheng-Wei Li. Performance optimization of three down-sampling imaging strategies and their comparison with the conventional Fourier telescope[J]. Acta Physica Sinica, 2019, 68(7): 074203-1
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