Quantitative evaluation of rock weathering using image processing

被引:0
|
作者
Momma E. [1 ]
Ishii H. [1 ]
Ono T. [1 ]
机构
[1] College of Science and Technology, Nihon University, Chiyoda-ku, Tokyo 101-8308, 1-8-14, Kanda Surugadai
关键词
Huge structure; Image; Rock; Support vector regression; Weathering;
D O I
10.1541/ieejfms.130.507
中图分类号
学科分类号
摘要
The purpose of this research is to automate geological surveys using imaging analysis. In this paper, we discuss an imaging analysis method for quantitative evaluation of weathering. We took pictures of core samples gathered from a boring hole with a color CCD camera. Subsequently, the relation between (I1, I2, I3) color space information in these images in the color space and the weathering characteristics was discussed. Imaging analysis revealed that Inter Quartile Range and Median are closely related to degree of rock weathering. Effective parameters depending on rock types were selected based on this information, and then the degree of rock weathering was evaluated with Support Vector Regression. Using this method degree of rock weathering was correctly identified within a range of ±0.5 from the true value in 90% in the various rock types studied. The above results confirmed the validity of the quantitative evaluation method, suggesting its usefulness in automation of geological surveys. © 2010 The Institute of Electrical Engineers of Japan.
引用
收藏
页码:507 / 513
页数:6
相关论文
共 50 条
  • [1] Analysis of Rock Mass Weathering Grade Using Image Processing Technique
    Nasir, Nursyafeeqa Mohamad
    Misro, Md Yushalify
    MALAYSIAN JOURNAL OF FUNDAMENTAL AND APPLIED SCIENCES, 2024, 20 (03): : 544 - 560
  • [2] An evaluation of perceptual experience of skiers using quantitative image processing
    Exponent Failure Analysis Associates, Los Angeles, CA 90025, United States
    不详
    J. ASTM Int., 2008, 4
  • [3] An Evaluation of Perceptual Experience of Skiers Using Quantitative Image Processing
    Krauss, David A.
    Lieberman, Daniel H.
    Grossman, Helene
    Ray, Rose
    Scher, Irving
    SKIING TRAUMA AND SAFETY, 2009, 1510 : 159 - 164
  • [4] Quantitative granitic weathering assessment for rock mass classification optimization of tunnel face using image analysis technique
    Yusoff, Intan Norsheira
    Ismail, Mohd Ashraf Mohamad
    Tobe, Hayato
    Date, Kensuke
    Yokota, Yasuhiro
    AIN SHAMS ENGINEERING JOURNAL, 2023, 14 (01)
  • [5] Breast scintigraphy evaluation by quantitative image processing
    Lyra, M. E.
    Kostakis, B.
    Lyra, S.
    Panayides, C.
    Rousopoulos, C.
    Limouris, G.
    Vlahos, L.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2007, 34 : S307 - S307
  • [6] Image analysis for quantification of bacterial rock weathering
    Puente, ME
    Rodriguez-Jaramillo, MC
    Li, CY
    Bashan, Y
    JOURNAL OF MICROBIOLOGICAL METHODS, 2006, 64 (02) : 275 - 286
  • [7] Gray level image processing using contrast enhancement and watershed segmentation with quantitative evaluation
    Ye, Zhengmao
    Mohamadian, Habib
    Ye, Yongmao
    2008 INTERNATIONAL WORKSHOP ON CONTENT-BASED MULTIMEDIA INDEXING, 2008, : 454 - +
  • [8] Method of quantitative evaluation of the finished surfaces for visual quality using image processing method - Quantitative evaluation of vibration finished surfaces
    Higuchi, Shizuichi
    Tsuchiya, Masaru
    Seimitsu Kogaku Kaishi/Journal of the Japan Society for Precision Engineering, 2009, 75 (10): : 1233 - 1237
  • [9] The use of Brazilian Test as a Quantitative Measure of Rock Weathering
    A. Aydin
    A. Basu
    Rock Mechanics and Rock Engineering, 2006, 39 : 77 - 85
  • [10] The use of Brazilian test as a quantitative measure of rock weathering
    Aydin, A
    Basu, A
    ROCK MECHANICS AND ROCK ENGINEERING, 2006, 39 (01) : 77 - 85