Determination of the optimal regularization parameters in hyperspectral tomography

被引:42
|
作者
Ma, Lin [1 ]
Cai, Weiwei [1 ]
机构
[1] Clemson Univ, Dept Mech Engn, Clemson, SC 29634 USA
关键词
D O I
10.1364/AO.47.004186
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In a previous paper, we described a novel technique to exploit hyperspectral absorption spectroscopy to retrieve tomographic imaging of temperature and species concentration simultaneously. This technique casts the tomographic inversion into a nonlinear minimization problem with regularizations. Here a simple and effective method is developed to determine the optimal regularization parameters in the nonlinear optimization problem. This method, combined with the minimization method described previously, provides a robust algorithm for hyperspectral tomography. This method takes advantage of an inherent feature of absorption and is therefore expected to be useful for other sensing techniques based on absorption spectroscopy. (c) 2008 Optical Society of America.
引用
收藏
页码:4186 / 4192
页数:7
相关论文
共 50 条
  • [1] Optimal regularization with two interdependent regularization parameters
    Bauer, Frank
    Ivanyshyn, Olha
    INVERSE PROBLEMS, 2007, 23 (01) : 331 - 342
  • [2] Determination of optimal wavelet denoising parameters for red edge feature extraction from hyperspectral data
    Shafri, Helmi Z.M.
    Yusof, Mohd R.M.
    Journal of Applied Remote Sensing, 2009, 3 (01):
  • [3] Determination of optimal wavelet denoising parameters for red edge feature extraction from hyperspectral data
    Shafri, Helmi Z. M.
    Yusof, Mohd R. M.
    JOURNAL OF APPLIED REMOTE SENSING, 2009, 3
  • [4] Determination of the optimal imaging parameters in industrial computed tomography for dimensional measurements on monomaterial workpieces
    Buratti, A.
    Grozmani, N.
    Voigtmann, C.
    Sartori, L., V
    Schmitt, R. H.
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2018, 29 (11)
  • [5] A priori selection of the regularization parameters in emission tomography by Fourier synthesis
    Mariano-Goulart, D.
    Marechal, P.
    Gratton, S.
    Giraud, L.
    Fourcade, M.
    COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2007, 31 (07) : 502 - 509
  • [6] Determination of an optimal regularization factor in system identification with Tikhonov regularization for linear elastic continua
    Park, HW
    Shin, S
    Lee, HS
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2001, 51 (10) : 1211 - 1230
  • [7] DETERMINATION OF OPTIMAL AUTOPILOT PARAMETERS
    ROMANENKO, LG
    IZVESTIYA VYSSHIKH UCHEBNYKH ZAVEDENII AVIATSIONAYA TEKHNIKA, 1985, (02): : 56 - 60
  • [8] The determination of regularization parameters in planar nearfield acoustic holography
    Li, Lingzhi
    Li, Jun
    Lu, Bingwu
    Liu, Yingjie
    Liu, Ke
    Shengxue Xuebao/Acta Acustica, 2010, 35 (02): : 169 - 178
  • [9] Near-optimal parameters for Tikhonov and other regularization methods
    O'Leary, DP
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2001, 23 (04): : 1161 - 1171
  • [10] Optimal Regularization Parameters Selection for Laplacian Support Vector Machine
    Li Juntao
    Jia Yingmin
    Du Junping
    Li Wenlin
    PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 4, 2008, : 464 - +