• Laser & Optoelectronics Progress
  • Vol. 60, Issue 18, 1811014 (2023)
Meng Liu, Teng Li, Xudong Liu, and Yiwen Sun*
Author Affiliations
  • School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen 518000, Guangdong , China
  • show less
    DOI: 10.3788/LOP231372 Cite this Article Set citation alerts
    Meng Liu, Teng Li, Xudong Liu, Yiwen Sun. Terahertz Time-Domain Spectral Hierarchical Detection Algorithm Based on Sparse Representation[J]. Laser & Optoelectronics Progress, 2023, 60(18): 1811014 Copy Citation Text show less
    References

    [1] Zhang G M, Zhang C Z, Harvey D M. Sparse signal representation and its applications in ultrasonic NDE[J]. Ultrasonics, 52, 351-363(2012).

    [2] Zolfaghari A, Zolfaghari A, Kolahan F. Reliability and sensitivity of magnetic particle nondestructive testing in detecting the surface cracks of welded components[J]. Nondestructive Testing and Evaluation, 33, 290-300(2018).

    [3] Delenkovskii N V, Gnusin A B. Vacuum intensification of filling defects with penetrants under liquid-penetrant testing[J]. Russian Journal of Nondestructive Testing, 55, 68-72(2019).

    [4] Gao P, Wang C, Li Y et al. Electromagnetic and eddy current NDT in weld inspection: a review[J]. Insight- Non-Destructive Testing and Condition Monitoring, 57, 337-345(2015).

    [5] Safian R, Ghazi G, Mohammadian N. Review of photomixing continuous-wave terahertz systems and current application trends in terahertz domain[J]. Optical Engineering, 58, 110901(2019).

    [6] Xing L Y, Cui H L, Shi C C et al. Nondestructive examination of polymethacrylimide composite structures with terahertz time-domain spectroscopy[J]. Polymer Testing, 57, 141-148(2017).

    [7] Xing L Y, Cui H L, Shi C C et al. Void and crack detection of polymethacrylimide foams based on terahertz time-domain spectroscopic imaging[J]. Journal of Sandwich Structures & Materials, 19, 348-363(2017).

    [8] Ye D D, Wang W Z, Huang J B et al. Nondestructive interface morphology characterization of thermal barrier coatings using terahertz time-domain spectroscopy[J]. Coatings, 9, 89(2019).

    [9] Tu W L, Zhong S C, Shen Y C et al. Nondestructive testing of marine protective coatings using terahertz waves with stationary wavelet transform[J]. Ocean Engineering, 111, 582-592(2016).

    [10] Lu X X, Shen Y, Xu T et al. Accurate detection of porosity in glass fiber reinforced polymers by terahertz spectroscopy[J]. Composites Part B: Engineering, 242, 110058(2022).

    [11] Wang J, Zhang J, Chang T Y et al. Terahertz nondestructive imaging for foreign object detection in glass fibre-reinforced polymer composite panels[J]. Infrared Physics & Technology, 98, 36-44(2019).

    [12] Cheng L, Wang L, Mei H et al. Research of nondestructive methods to test defects hidden within composite insulators based on THz time-domain spectroscopy technology[J]. IEEE Transactions on Dielectrics and Electrical Insulation, 23, 2126-2133(2016).

    [13] Han D H, Kang L H. Nondestructive evaluation of GFRP composite including multi-delamination using THz spectroscopy and imaging[J]. Composite Structures, 185, 161-175(2018).

    [14] Zhang J, Shi C C, Ma Y T et al. Spectroscopic study of terahertz reflection and transmission properties of carbon-fiber-reinforced plastic composites[J]. Optical Engineering, 54, 054106(2015).

    [15] Ospald F, Zouaghi W, Beigang R E et al. Aeronautics composite material inspection with a terahertz time-domain spectroscopy system[J]. Optical Engineering, 53, 031208(2013).

    [16] Wang Q, Li X Y, Chang T Y et al. Nondestructive imaging of hidden defects in aircraft sandwich composites using terahertz time-domain spectroscopy[J]. Infrared Physics & Technology, 97, 326-340(2019).

    [17] Chen C C, Lee D J, Pollock T et al. Pulsed-terahertz reflectometry for health monitoring of ceramic thermal barrier coatings[J]. Optics Express, 18, 3477-3486(2010).

    [18] Zhang D D, Ren J J, Gu J et al. Nondestructive testing of bonding defects in multilayered ceramic matrix composites using THz time domain spectroscopy and imaging[J]. Composite Structures, 251, 112624(2020).

    [19] Palka N, Krimi S, Ospald F et al. Precise determination of thicknesses of multilayer polyethylene composite materials by terahertz time-domain spectroscopy[J]. Journal of Infrared, Millimeter, and Terahertz Waves, 36, 578-596(2015).

    [20] Lee I S, Lee J W. Nondestructive internal defect detection using a CW-THz imaging system in XLPE for power cable insulation[J]. Applied Sciences, 10, 2055(2020).

    [21] Yin X H, Mo W, Wang Q A et al. A terahertz spectroscopy nondestructive identification method for rubber based on CS-SVM[J]. Advances in Condensed Matter Physics, 2018, 1-8(2018).

    [22] Fletcher J R, Swift G P, Dai D C et al. Pulsed terahertz signal reconstruction[J]. Journal of Applied Physics, 102, 113105(2007).

    [23] Dong J L, Locquet A, Citrin D S. Terahertz quantitative nondestructive evaluation of failure modes in polymer-coated steel[J]. IEEE Journal of Selected Topics in Quantum Electronics, 23, 8400207(2017).

    [24] Dong J L, Jackson J B, Melis M et al. Terahertz frequency-wavelet domain deconvolution for stratigraphic and subsurface investigation of art painting[J]. Optics Express, 24, 26972-26985(2016).

    [25] Wang F, Xu T, Qiang Z et al. Soot optical properties in the terahertz spectra domain[J]. Journal of Heat Transfer, 134, 074501(2012).

    [26] Pickwell-MacPherson E, Huang S Y, Sun Y W et al. Terahertz image processing methods for biomedical applications[C], 3751-3754(2008).

    [27] Crawley D A, Longbottom C, Wallace V P et al. Three-dimensional terahertz pulse imaging of dental tissue[J]. Journal of Biomedical Optics, 8, 303-307(2003).

    [28] Chen Y, Huang S Y, Pickwell-MacPherson E. Frequency-wavelet domain deconvolution for terahertz reflection imaging and spectroscopy[J]. Optics Express, 18, 1177-1190(2010).

    [29] He Y Z, Liu K, Au C et al. Determination of terahertz permittivity of dehydrated biological samples[J]. Physics in Medicine & Biology, 62, 8882-8893(2017).

    [30] Huang S Y, Ashworth P C, Kan K W et al. Improved sample characterization in terahertz reflection imaging and spectroscopy[J]. Optics Express, 17, 3848-3854(2009).

    [31] Yasuda T, Iwata T, Araki T et al. Improvement of minimum paint film thickness for THz paint meters by multiple-regression analysis[J]. Applied Optics, 46, 7518-7526(2007).

    [32] Iwata T, Yoshioka S, Nakamura S et al. Prediction of the thickness of a thin paint film by applying a modified partial-least-squares-1 method to data obtained in terahertz reflectometry[J]. Journal of Infrared, Millimeter, and Terahertz Waves, 34, 646-659(2013).

    [33] Xu Y F, Hao H B, Citrin D S et al. Three-dimensional nondestructive characterization of delamination in GFRP by terahertz time-of-flight tomography with sparse Bayesian learning-based spectrum-graph integration strategy[J]. Composites Part B: Engineering, 225, 109285(2021).

    [34] Aharon M, Elad M, Bruckstein A. K-SVD: an algorithm for designing overcomplete dictionaries for sparse representation[J]. IEEE Transactions on Signal Processing, 54, 4311-4322(2006).

    [35] Dong J L, Wu X L, Locquet A et al. Terahertz superresolution stratigraphic characterization of multilayered structures using sparse deconvolution[J]. IEEE Transactions on Terahertz Science and Technology, 7, 260-267(2017).

    [36] Xu Y F, Wang X Y, Zhang L Y et al. Terahertz nondestructive quantitative characterization for layer thickness based on sparse representation method[J]. NDT & E International, 124, 102536(2021).

    [37] Xu Y F, Fang X D, Fan S T et al. Double Gaussian mixture model-based terahertz wave dispersion compensation method using convex optimization technique[J]. Mechanical Systems and Signal Processing, 164, 108223(2022).

    [38] Zhang Z P, Buma T. Terahertz impulse imaging with sparse arrays and adaptive reconstruction[J]. IEEE Journal of Selected Topics in Quantum Electronics, 17, 169-176(2011).

    [39] Birgin E G, Martínez J M, Raydan M. Inexact spectral projected gradient methods on convex sets[J]. IMA Journal of Numerical Analysis, 23, 539-559(2003).

    [40] Ahookhosh M, Aragón Artacho F J, Fleming R M T et al. Local convergence of the Levenberg-Marquardt method under Hölder metric subregularity[J]. Advances in Computational Mathematics, 45, 2771-2806(2019).

    [41] He S, Xie Y N, Yang Z W. High-boost-based local Weber contrast method for infrared small target detection[J]. Remote Sensing Letters, 14, 103-113(2023).

    Meng Liu, Teng Li, Xudong Liu, Yiwen Sun. Terahertz Time-Domain Spectral Hierarchical Detection Algorithm Based on Sparse Representation[J]. Laser & Optoelectronics Progress, 2023, 60(18): 1811014
    Download Citation