Advanced Search
ZHA Shengming, ZHU Zhijing, CHI Hao. Research of key issues of photonic-assisted compressive sensing technology[J]. LASER TECHNOLOGY, 2016, 40(4): 565-570. DOI: 10.7510/jgjs.issn.1001-3806.2016.04.023
Citation: ZHA Shengming, ZHU Zhijing, CHI Hao. Research of key issues of photonic-assisted compressive sensing technology[J]. LASER TECHNOLOGY, 2016, 40(4): 565-570. DOI: 10.7510/jgjs.issn.1001-3806.2016.04.023

Research of key issues of photonic-assisted compressive sensing technology

More Information
  • Received Date: May 20, 2015
  • Revised Date: July 12, 2015
  • Published Date: July 24, 2016
  • In order to ensure the zero-mean property of measurement matrix during the process of acquiring wideband signal by using photonic compressive sensing, a parallel structure based on Mach-Zehnder modulators was used to implement the mixing function of input signal and zero-mean random sequence. At the same time, digital domain compensation was employed to reduce the negative effect of modulator nonlinearity on recovery performance. In this way the system had an improved recovery performance within a certain range. The results show that the improved photonic compressive sensing performs better when acquiring wideband sparse signals.
  • [1]
    SHANNONC E. Communication in the presence of noise[J].Proceedings of the IRE, 1949, 37(1):10-21.
    [2]
    CANDES E J, ROMBERGJ K, TAO T. Robust uncertainty principles:exact signal reconstruction from highly incomplete frequency information[J].IEEE Transactionson on Information Theory, 2006, 52(2):489-509.
    [3]
    DONOHO D L. Compressed sensing[J].IEEE Transactionson on Information Theory, 2006, 52(4):1289-1306.
    [4]
    YAO J P. Microwave photonics[J].Journal of Lightwave Technology, 2009, 27(3):314-335.
    [5]
    CANDES E J, ROMBERG J K, TAO T. Stable signal recovery from incomplete and inaccurate mesurements[J].Communications on Pure and Applied Mathematics, 2006,59(8):1207-1223.
    [6]
    BARANIUK R, DAVENPORT M, DEVORE R, et al. A simple proof of the restricted isometry property for random matrices[J].Constructive Approximation, 2008, 28(3):253-263.
    [7]
    CHI H, ZHANG X M, SHEN L F. Inter-modulation distortion analysis for single-drive mach-zehnder modulator[J].Acta Optica Sinica, 2006, 26(11):1619-1622(in Chinese).
    [8]
    REN T T, XU Ch, ZHENG Sh L, et al. Effect of dither tone-based electro-optic modulator bias control on radio-frequency signal[J].Laser Technology, 2013, 37(6):773-776(in Chinese).
    [9]
    FIGUEIREDO M A T, NOWAK R D, WRIGHT S J. Gradient projection for sparse reconstruction:application to compressed sensing and other inverse problems[J].IEEE Journal of Selected Topics in Signal Processing, 2007, 1(4):586-597.
    [10]
    TROPP J A, LASKA J N, DUARTE M F, et al. Beyond Nyquist:efficient sampling of sparse band-limitedsignals[J].IEEE Transactionson on Information Theory, 2010, 56(1):520-544.
    [11]
    NICHOLS J M, BUCHOLTZ F. Beating Nyquist with light:a compressively sampled photonic link[J].Optics Express, 2011, 19(8):7339-7348.
    [12]
    ROSELLI L, BORGIONI V, ZEPPARELLI F, et al. Analog laser predistoition formultiservice radio-over-fiber systems[J].Journal ofLightwave Technology, 2003, 21(5):1211-1223.
    [13]
    DUAN R M, XU K, DAI J, et al. Digital linearization technique for IMD3 suppression in intensity-modulated analog optical links[C]//2011 International Topical Meeting on Microwave Photonics Jointly Held with the 2011 Asia-Pacific Microwave Photonics Conference.New York,USA:IEEE,2011:234-237.
    [14]
    McLAUGHLIN C V, NICHOLS J M, BUCHOLTZ F. Basis mismatch in a compressively sampled photonic link[J].Photonics Technology Letters, 2013, 25(23):2297-2300.
    [15]
    DUARTE M F, BARANIUK R G. Spectral compressive sensing[J].Applied Computational Harmonic Analysis, 2013, 35(1):111-129.
  • Cited by

    Periodical cited type(2)

    1. 黄刚,李世宁,唐海军,王兴梅,蔡传淇,宋林. 在线激光打孔因子与卷烟滤嘴通风率关系研究. 农产品加工. 2024(01): 5-9 .
    2. 何峰,袁琳,刘伟,马戎,苏巧,赵晖. 在线激光打孔对卷烟烟气及感官质量的影响. 食品工业. 2020(07): 86-88 .

    Other cited types(0)

Catalog

    Article views (2) PDF downloads (5) Cited by(2)

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return