Estimation of absorbing components in skin tissue using multiple regression analysis combined with Monte Carlo simulation

被引:0
|
作者
Nishidate, I [1 ]
Aizu, Y [1 ]
Mishina, H [1 ]
机构
[1] Muroran Inst Technol, Div Sci Composite Funct, Muroran, Hokkaido 0508585, Japan
关键词
melanin; hemoglobin; oxygen saturation; diffuse reflectance; multiple regression analysis; Monte Carlo;
D O I
10.1117/12.527509
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
To estimate the melanin and hemoglobin concentrations in the human skin tissue, we propose a method of using the multiple regression analysis combined with the Monte Carlo technique for spectral reflectance from the skin surface. In the method, the Monte Carlo simulation was used to prepare data sets of various concentrations and absorbance spectra for determination of conversion coefficients from the absorbance to the concentration in the regression analysis. Numerical simulation Was conducted for a two-layered skin tissue model to verify the usefulness of the present method.
引用
收藏
页码:990 / 991
页数:2
相关论文
共 50 条
  • [1] Estimation of melanin and hemoglobin in skin tissue using multiple regression analysis aided by Monte Carlo simulation
    Nishidate, I
    Aizu, Y
    Mishina, H
    [J]. JOURNAL OF BIOMEDICAL OPTICS, 2004, 9 (04) : 700 - 710
  • [2] Noninvasive spectral imaging of skin chromophores based on multiple regression analysis aided by Monte Carlo simulation
    Nishidate, Izumi
    Wiswadarma, Aditya
    Hase, Yota
    Tanaka, Noriyuki
    Maeda, Takaaki
    Niizeki, Kyuichi
    Aizu, Yoshihisa
    [J]. OPTICS LETTERS, 2011, 36 (16) : 3239 - 3241
  • [3] Melanin and blood concentration in a human skin model studied by multiple regression analysis: assessment by Monte Carlo simulation
    Shimada, M
    Yamada, Y
    Itoh, M
    Yatagai, T
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2001, 46 (09): : 2397 - 2406
  • [4] Risk Assessment and Prediction of Flyrock Distance by Combined Multiple Regression Analysis and Monte Carlo Simulation of Quarry Blasting
    Armaghani, Danial Jahed
    Mahdiyar, Amir
    Hasanipanah, Mahdi
    Faradonbeh, Roohollah Shirani
    Khandelwal, Manoj
    Amnieh, Hassan Bakhshandeh
    [J]. ROCK MECHANICS AND ROCK ENGINEERING, 2016, 49 (09) : 3631 - 3641
  • [5] Risk Assessment and Prediction of Flyrock Distance by Combined Multiple Regression Analysis and Monte Carlo Simulation of Quarry Blasting
    Danial Jahed Armaghani
    Amir Mahdiyar
    Mahdi Hasanipanah
    Roohollah Shirani Faradonbeh
    Manoj Khandelwal
    Hassan Bakhshandeh Amnieh
    [J]. Rock Mechanics and Rock Engineering, 2016, 49 : 3631 - 3641
  • [6] Monte Carlo simulation of spectral reflectance using a multilayered skin tissue model
    Takaaki Maeda
    Naomi Arakawa
    Motoji Takahashi
    Yoshihisa Aizu
    [J]. Optical Review, 2010, 17 : 223 - 229
  • [7] Monte Carlo simulation of spectral reflectance using a multilayered skin tissue model
    Maeda, Takaaki
    Arakawa, Naomi
    Takahashi, Motoji
    Aizu, Yoshihisa
    [J]. OPTICAL REVIEW, 2010, 17 (03) : 223 - 229
  • [8] The robustness and efficiency of trimmed elemental estimation in regression analysis: a Monte Carlo simulation study
    Mayo, MS
    Gray, JB
    [J]. PROBABILISTIC ENGINEERING MECHANICS, 2001, 16 (04) : 323 - 330
  • [9] Goal programming and multiple criteria data envelopment analysis combined with optimization and Monte Carlo simulation: An application in railway components
    da Silva, Aneirson Francisco
    Silva Marins, Fernando Augusto
    Dias, Erica Ximenes
    Miranda, Rafael de Carvalho
    [J]. EXPERT SYSTEMS, 2022, 39 (02)
  • [10] Analysis of tissue substitutes using a Monte Carlo simulation of Hounsfield units
    Qamhiyeh, S.
    Wysocka, A.
    Ellerbrock, M.
    Penssel, C.
    Kachelriess, M.
    Jaekel, O.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2006, 81 : S357 - S357