On the soil information content of visible-near infrared reflectance spectra

被引:67
|
作者
Rossel, R. A. Viscarra [1 ]
Chappell, A. [1 ]
de Caritat, P. [2 ]
McKenzie, N. J. [1 ]
机构
[1] CSIRO Land & Water Soil & Landscape Sci, Canberra, ACT 2601, Australia
[2] Geosci Australia, Canberra, ACT 2601, Australia
关键词
ESTIMATING TEMPORAL-CHANGE; PILOT PROJECTS; CLAY CONTENT; SPECTROSCOPY; MODEL; AUSTRALIA; OUTLINE; FOREST;
D O I
10.1111/j.1365-2389.2011.01372.x
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
We describe the information content of soil visible-near infrared (vis-NIR) reflectance spectra and map their spatial distribution across Australia. The spectra of 4030 surface soil samples from across the country were measured with a vis-NIR spectrometer in the range 350 to 2500 nm. The spectra were compressed by a principal component analysis (PCA) and the resulting scores were mapped by ordinary point kriging. The largely dominant and common feature in the maps was the difference between the more expansive, older and more weathered landscapes in the centre and west of Australia and the generally younger, more complex landscapes in the east. A surface soil class map derived from the clustering of the principal components was similar to an existing soil classification map. We show that vis-NIR reflectance spectra (i) provide a rapid and efficient integrative measure of the composition of the soil, (ii) can replace the use of traditional soil properties to describe the soil and make pedological interpretations of its spatial distribution and (iii) can be used to classify soil objectively.
引用
收藏
页码:442 / 453
页数:12
相关论文
共 50 条
  • [41] Visible and near infrared reflectance spectroscopy for measuring soil heavy metal content as a quick method
    Yunzhao Wu
    Jun Chen
    Junfeng Ji
    Peng Gong
    Qilin Liao
    Hongrui Ma
    Chinese Journal of Geochemistry, 2006, 25 (Suppl 1): : 225 - 226
  • [42] Visible/near infrared reflectance and chlorophyll content in Eucalyptus leaves
    Datt, B
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 1999, 20 (14) : 2741 - 2759
  • [43] In situ characterization of soil clay content with visible near-infrared diffuse reflectance spectroscopy
    Waiser, Travis H.
    Morgan, Cristine L. S.
    Brown, David J.
    Hallmark, C. Tom
    SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2007, 71 (02) : 389 - 396
  • [44] Research on Visible-Near Infrared Spectral Characterization of Purplish Soil Contaminated with Petroleum Hydrocarbon and Estimation of Pollutant Content
    Yin Wen-qi
    Chen Zhi-li
    Jiao Yu-wei
    Liu Hong-tao
    Liu Qiang
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37 (12) : 3924 - 3931
  • [45] Determination of optical parameters and moisture content of wood with visible-near infrared spectroscopy
    Haddadi, Ataollah
    Hans, Guillaume
    Leblon, Brigitte
    Pirouz, Zarin
    Tsuchikawa, Satoru
    Nader, Joseph
    Groves, Kevin
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2016, 24 (06) : 571 - 585
  • [46] Soil organic carbon predictions in Subarctic Greenland by visible-near infrared spectroscopy
    Ogric, M.
    Knadel, M.
    Kristiansen, S. M.
    Peng, Y.
    De Jonge, L. W.
    Adhikari, K.
    Greve, M. H.
    ARCTIC ANTARCTIC AND ALPINE RESEARCH, 2019, 51 (01) : 490 - 505
  • [47] On-site variety discrimination of tomato plant using visible-near infrared reflectance spectroscopy
    Hui-rong Xu
    Peng Yu
    Xia-ping Fu
    Yi-bin Ying
    Journal of Zhejiang University SCIENCE B, 2009, 10 : 126 - 132
  • [48] On-site variety discrimination of tomato plant using visible-near infrared reflectance spectroscopy
    Huirong XU Peng YU Xiaping FU Yibin YING College of Biosystems Engineering and Food Science Zhejiang University Hangzhou China
    Journal of Zhejiang University(Science B:An International Biomedicine & Biotechnology Journal), 2009, (02) : 126 - 132
  • [49] On-site variety discrimination of tomato plant using visible-near infrared reflectance spectroscopy
    Xu, Hui-rong
    Yu, Peng
    Fu, Xia-ping
    Ying, Yi-bin
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE B, 2009, 10 (02): : 126 - 132
  • [50] Estimating the modal mineralogy of eucrite and diogenite meteorites using visible-near infrared reflectance spectroscopy
    Li, Shuai
    Milliken, Ralph E.
    METEORITICS & PLANETARY SCIENCE, 2015, 50 (11) : 1821 - 1850