Journal of Infrared and Millimeter Waves, Volume. 42, Issue 1, 111(2023)

An acousto-optic tunable filter spectral measurement method based on compressed sensing

Zhong-Peng JI1...2, Yu-Hua GUI1,2, Jin-Ning LI1,2, Yong-Jian TAN1,2, Qiu-Jie YANG1, Jian-Yu WANG1,2,*, and Zhi-Ping HE12,** |Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Space Active Opto-Electronics Technology,Shanghai Institute of Technical Physics,Chinese Academy of Sciences,Shanghai 200083,China
  • 2University of Chinese Academy of Sciences,Beijing 1000496,China
  • show less
    Figures & Tables(10)
    Compressive sampling based on AOTF
    Sparse-reconstruction Compressed Sensing System model
    Sampling matrix visualization(a)Sensing matrix Ac for conventional wavelength-by-wavelength point sampling;each row represents the spectral transmittance data of AOTF driven by a single frequency;(b)Four of the spectral transmittance curves(c)Sensing matrix A(50 of 202)for acousto-optic coded sampling based on compressed sensing;each row represents the spectral transmittance of the system at a given state of AOTF(d)Four of the equivalent spectral transmittance curves
    Comparison of the measured values obtained from the two methods
    Spectral reconstruction results of L1-MAGIC,l1_ls,and OMP,from 202 measurements of 512 spectral bands(600-855.5nm).(a)Reference signal vs reconstruction signals in the wavelet transform domain.(b)Reference signal vs reconstruction signals in the spectral domain
    Reconstruction results of spectrum data of 75 materials in the spectral library. (a) Comparison of SAM metrics for the recovery results of the two reconstruction algorithms. (b) Comparison of GSAM metrics for the recovery results of the two reconstruction algorithms. (c) Comparison of PSNR metrics for the recovery results of the two reconstruction algorithms. (d) Spectral reflectance curves of 75 materials (0.714-2.5 μm)
    • Table 1. Spectral resolution data of the selected AOTF device

      View table
      View in Article

      Table 1. Spectral resolution data of the selected AOTF device

      Wavelength/nmDriver frequency/MHzDiffracted efficiencyFWHM/nm
      600121.80.7355.401
      650110.50.9356.2
      700101.10.8827.8
      75093.30.7279.4
      80086.70.52210.999
    • Table 2. PSNR of three different reconstruction algorithms

      View table
      View in Article

      Table 2. PSNR of three different reconstruction algorithms

      SolversPSNR in the spectral domainPSNR in the sparse domain
      L1-MAGIC41.480250.2913
      l1_ls41.751750.5628
      OMP36.856345.6674
    • Table 3. SAM and GSAM of three different reconstruction algorithms in the spectral domain

      View table
      View in Article

      Table 3. SAM and GSAM of three different reconstruction algorithms in the spectral domain

      SolversSAMGSAM
      L1-MAGIC0.99970.9731
      l1_ls0.99980.9754
      OMP0.95610.8868
    • Table 4. The average of spectral fidelity metrics

      View table
      View in Article

      Table 4. The average of spectral fidelity metrics

      SolversPSNRSAMGSAM
      L1-MAGIC52.54771.00000.9091
      l1_ls50.14891.00000.9006
    Tools

    Get Citation

    Copy Citation Text

    Zhong-Peng JI, Yu-Hua GUI, Jin-Ning LI, Yong-Jian TAN, Qiu-Jie YANG, Jian-Yu WANG, Zhi-Ping HE. An acousto-optic tunable filter spectral measurement method based on compressed sensing[J]. Journal of Infrared and Millimeter Waves, 2023, 42(1): 111

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Research Articles

    Received: Mar. 15, 2022

    Accepted: --

    Published Online: Feb. 23, 2023

    The Author Email: Jian-Yu WANG (jywang@mail.sitp.ac.cn), Zhi-Ping HE (hzping@mail.sitp.ac.cn)

    DOI:10.11972/j.issn.1001-9014.2023.01.014

    Topics