Acknowledgement
This study was supported by the National Natural Science Foundation of China under Grant Nos. 61774120 and 61705178.
References
- Y. C. Ha, J. H. Lee, Y. J. Koh, S. K. Lee, and Y. K. Kim, "Development of an ultraviolet Raman spectrometer for standoff detection of chemicals," Curr. Opt. Photon. 1, 247-251 (2017). https://doi.org/10.3807/COPP.2017.1.3.247
- N. Rajaram, T. J. Aramil, K. Lee, J. S. Reichenberg, T. H. Nguyen, and J. W. Tunnell, "Design and validation of a clinical instrument for spectral diagnosis of cutaneous malignancy," Appl. Opt. 49, 142-152 (2010). https://doi.org/10.1364/AO.49.000142
- A. A. Masoud, K. Koike, M. G. Atwia, M. M. El-Horiny, and K. S. Gemail, "Mapping soil salinity using spectral mixture analysis of landsat 8 OLI images to identify factors influencing salinization in an arid region," Int. J. Appl. Earth Obs. Geoinf. 83, 101944 (2019). https://doi.org/10.1016/j.jag.2019.101944
- C. Kim and T. Ji, "Real-time spectroscopic methods for analysis of organic compounds in water," Curr. Opt. Photon. 3, 336-341 (2019). https://doi.org/10.3807/copp.2019.3.4.336
- C. Zhang, G. Cheng, P. Edwards, M.-D. Zhou, S. Zheng, and Z. Liu, "G-Fresnel smartphone spectrometer," Lab. Chip 16, 246-250 (2016). https://doi.org/10.1039/C5LC01226K
- D. R. Lobb, "Imaging spectrometers using concentric optics," Proc. SPIE 3118, 339-347 (1997).
- H.-A. Lin, H.-Y. Hsu, C.-W. Chang, and C.-S. Huang, "Compact spectrometer system based on a gradient grating period guided-mode resonance filter," Opt. Express 24, 10972-10979 (2016). https://doi.org/10.1364/OE.24.010972
- T. Pugner, J. Knobbe, and H. Gruger, "Near-infrared grating spectrometer for mobile phone applications," Appl. Spectrosc. 70, 734-745 (2016). https://doi.org/10.1177/0003702816638277
- M. Schardt, P. J. Murr, M. S. Rauscher, A. J. Tremmel, B. R. Wiesent, and A. W. Koch, "Static Fourier transform infrared spectrometer," Opt. Express 24, 7767-7776 (2016). https://doi.org/10.1364/OE.24.007767
- F. Cai, R. Tang, S. Wang, and S. He, "A compact line-detection spectrometer with a Powell lens," Optik 155, 267-272 (2018). https://doi.org/10.1016/j.ijleo.2017.11.022
- X. Ma, M. Li, and J. He, "CMOS-compatible integrated spectrometer based on echelle diffraction grating and MSM photodetector array," IEEE Photonics J. 5, 6600807 (2013). https://doi.org/10.1109/JPHOT.2013.2250944
- S. Zheng, H. Cai, J. Song, J. Zou, P. Y. Liu, Z. Lin, D.-L. Kwong, and A.-Q. Liu, "A single-chip integrated spectrometer via tunable microring resonator array," IEEE Photonics J. 11, 6602809 (2019).
- J. Bao and M. G. Bawendi, "A colloidal quantum dot spectrometer," Nature 523, 67-70 (2015). https://doi.org/10.1038/nature14576
- Z. Yang, T. Albrow-Owen, H. Cui, J. Alexander-Webber, F. Gu, X. Wang, T.-C. Wu, M. Zhuge, C. Williams, P. Wang, A. V. Zayats, W. Cai, L. Dai, S. Hofmann, M. Overend, L. Tong, Q. Yang, Z. Sun, and T. Hasan, "Single-nanowire spectrometers," Science 365, 1017-1020 (2019). https://doi.org/10.1126/science.aax8814
- Z. Wang and Z. Yu, "Spectral analysis based on compressive sensing in nanophotonic structures," Opt. Express 22, 25608-25614 (2014). https://doi.org/10.1364/OE.22.025608
- C. Huang, G. Xia, S. Jin, M. Hu, S. Wu, and J. Xing, "Denoising analysis of compact CCD-based spectrometer," Optik 157, 693-706 (2018). https://doi.org/10.1016/j.ijleo.2017.11.170
- H. Yan and Y. Liu, "Improved gradient projection algorithm for deblurred image application," J. Phys.: Conf. Ser. 1575, 012021 (2020). https://doi.org/10.1088/1742-6596/1575/1/012021
- X. Zhang, Y. Ren, G. Feng, and Z. Qian, "Compressing encrypted image using compressive sensing," in Proc. 2011 Seventh International Conference on Intelligent Information Hiding and Multimedia Signal Processing (Dalian, China, Oct. 2011), pp. 222-225.
- Y. Zuo, J. Zhang, and H. Xi, "Influence of detector noise on infrared images," Proc. SPIE 4548, 381-386 (2001).
- Y. Dai and J. Xu, "The noise analysis and noise reliability indicators of optoelectron coupled devices," Solid-State Electron. 44, 1495-1500 (2000). https://doi.org/10.1016/S0038-1101(00)00050-2
- U. Kurokawa, B. I. Choi, and C.-C. Chang, "Filter-based miniature spectrometers: spectrum reconstruction using adaptive regularization," IEEE Sens. J. 11, 1556-1563 (2011). https://doi.org/10.1109/JSEN.2010.2103054
- C. C. Chang, N.-T. Lin, U. Kurokawa, and B. I. Choi, "Spectrum reconstruction for filter-array spectrum sensor from sparse template selection," Opt. Eng. 50, 114402 (2011). https://doi.org/10.1117/1.3645086
- C.-C. Chang and H.-N. Lee, "On the estimation of target spectrum for filter-array based spectrometers," Opt. Express 16, 1056-1061 (2008). https://doi.org/10.1364/OE.16.001056
- Z. Xu, Z. Wang, M. E. Sullivan, D. J. Brady, S. H. Foulger, and A. Adibi, "Multimodal multiplex spectroscopy using photonic crystals," Opt. Express 11, 2126-2133 (2003). https://doi.org/10.1364/OE.11.002126
- Z. Leihong, Y. Xiao, Z. Dawei, and C. Jian, "Research on multiple-image encryption scheme based on Fourier transform and ghost imaging algorithm," Curr. Opt. Photon. 2, 315-323 (2018). https://doi.org/10.3807/COPP.2018.2.4.315
- R.-M. Lan, X.-F. Liu, X.-R. Yao, W.-K. Yu and G.-J. Zhai, "Single-pixel complementary compressive sampling spectrometer," Opt. Commun. 366, 349-353 (2016). https://doi.org/10.1016/j.optcom.2016.01.016
- R. Zhu, G.-S. Li, and Y. Guo, "Block-compressed-sensingbased reconstruction algorithm for ghost imaging," OSA Continuum 2, 2834-2843 (2019). https://doi.org/10.1364/osac.2.002834
- Y. C. Eldar and G. Kutyniok, Compressed Sensing: Theory and Applications (Cambridge University Press, Cambridge, UK, 2012).
- S. S. Chen, D. L. Donoho, and M. A. Saunders, "Atomic decomposition by basis pursuit," SIAM Rev. 43, 129-159 (2001). https://doi.org/10.1137/s003614450037906x
- T. Yang, C. Li, Z. Wang, and H. Ho, "An ultra compact spectrometer based on the optical transmission through a micro interferometer array," Optik 124, 1377-1385 (2013). https://doi.org/10.1016/j.ijleo.2012.03.036
- M. A. T. Figueiredo, R. D. Nowak, and S. J. Wright, "Gradient projection for sparse reconstruction: application to compressed sensing and other inverse problems," IEEE J. Sel. Top. Signal Processing 1, 586-597 (2007). https://doi.org/10.1109/JSTSP.2007.910281
- L. Zhang, Y. Zhai, and X. Wang, "Application of Barzilai-Borwein gradient projection for sparse reconstruction algorithm to image reconstruction of electrical capacitance tomography," Flow Meas. Instrum. 65, 45-51 (2019). https://doi.org/10.1016/j.flowmeasinst.2018.11.016
- D. Yang, C. Chang, G. Wu, B. Luo, and L. Yin, "Compressive ghost imaging of the moving object using the low-order moments," Appl. Sci. 10, 7941 (2020). https://doi.org/10.3390/app10217941
- Z. Wang, X. Ma, R. Chen, G. R. Arce, L. Dong, H.-J. Stock, and Y. Wei, "Comparison of different lithographic source optimization methods based on compressive sensing," Proc. SPIE 11327, 1132716 (2020).
- D. M. Malioutov, M. Cetin, and A. S. Willsky, "Homotopy continuation for sparse signal representation," Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (Philadelphia, PA, USA, Mar. 2005), Vol. 735, pp. v/733-v/736.
- K. Koh, S.-J. Kim, and S. Boyd, "An interior-point method for large-scale l1-regularized logistic regression," J. Mach. Learn. Res. 8, 1519-1555 (2007).
- G. Zonios, "Noise and stray light characterization of a compact CCD spectrophotometer used in biomedical applications," Appl. Opt. 49, 163-169 (2010). https://doi.org/10.1364/AO.49.000163
- J. J. Davenport, J. Hodgkinson, J. R. Saffell, and R. P. Tatam, "Noise analysis for CCD-based ultraviolet and visible spectrophotometry," Appl. Opt. 54, 8135-8144 (2015). https://doi.org/10.1364/AO.54.008135
- J. Oliver, W. Lee, S. Park, and H.-N. Lee, "Improving resolution of miniature spectrometers by exploiting sparse nature of signals," Opt. Express 20, 2613-2625 (2012). https://doi.org/10.1364/OE.20.002613
- J. Barzilai and J. M. Borwein, "Two-point step size gradient methods," IMA J. Numer. Anal. 8, 141-148 (1988). https://doi.org/10.1093/imanum/8.1.141
- H. Li, D. Xiang, X. Yang, and X. Zhang, "Compressed sensing method for IGBT high-speed switching time on-line monitoring," IEEE Trans. Ind. Electron. 66, 3185-3195 (2019). https://doi.org/10.1109/tie.2018.2847647
- H.-T. Fang and D.-S. Huang, "Noise reduction in lidar signal based on discrete wavelet transform," Opt. Commun. 233, 67-76 (2004). https://doi.org/10.1016/j.optcom.2004.01.017
- M. Zhang, C. Lu, and C. Liu, "Improved double-threshold denoising method based on the wavelet transform," OSA Continuum 2, 2328-2342 (2019). https://doi.org/10.1364/osac.2.002328