The potential of field spectroscopy for the assessment of sediment properties in river floodplains

被引:152
作者
Kooistra, L
Wanders, J
Epema, GF
Leuven, RSEW
Wehrens, R
Buydens, LMC
机构
[1] Univ Nijmegen, Analyt Chem Lab, NL-6525 ED Nijmegen, Netherlands
[2] Univ Nijmegen, Dept Environm Studies, NL-6525 ED Nijmegen, Netherlands
[3] Univ Wageningen & Res Ctr, Lab Geoinformat Sci & Remote Sensing, NL-6708 PB Wageningen, Netherlands
关键词
soil reflectance; field spectroscopy; variable selection; genetic algorithm; floodplains;
D O I
10.1016/S0003-2670(03)00331-3
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Investigations have shown that visible-near-infrared (VNIR) spectroscopy can accurately determine soil properties under laboratory conditions. In situ assessment of soil properties is of great benefit for several applications, as spectra can be acquired fast and almost continuously. The present study used partial least squares (PLS) regression to establish a relationship between soil reflectance spectra measured under field conditions and the organic matter and clay content of the soil. Spectra were acquired with a fieldspectrometer in a recently reconstructed floodplain along the river Rhine in The Netherlands. Several spectral pre-processing methods were employed to improve the performance and robustness of the models. Results indicate that, under varying surface conditions, field spectroscopy in combination with multivariate calibration does result in a qualitative relation for organic matter (R-2 = 0.45) and clay content (R-2 = 0.43) while under laboratory conditions more accurate results are obtained (R-2 = 0.69 and 0.92, respectively). Soil moisture and vegetation cover had a negative influence on the prediction capabilities for both soil properties. Although the performance of the spectra measured in situ is not as accurate as physical analysis, the accuracy obtained is useful for rapid soil characterisation and remote sensing applications. (C) 2003 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:189 / 200
页数:12
相关论文
共 37 条
[1]  
AMMER U, 1991, ESA SP PUBL, V319, P213
[2]  
[Anonymous], 1999, REMOTE SENS EARTH SC
[3]  
[Anonymous], 1980, SOILS THEIR FORMATIO
[4]   REFLECTANCE PROPERTIES OF SOILS [J].
BAUMGARDNER, MF ;
SILVA, LF ;
BIEHL, LL ;
STONER, ER .
ADVANCES IN AGRONOMY, 1985, 38 :1-44
[5]   NEAR-INFRARED ANALYSIS AS A RAPID METHOD TO SIMULTANEOUSLY EVALUATE SEVERAL SOIL PROPERTIES [J].
BENDOR, E ;
BANIN, A .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 1995, 59 (02) :364-372
[6]   Laser grain-size determination in soil genetic studies .1. Practical problems [J].
Buurman, P ;
Pape, T ;
Muggler, CC .
SOIL SCIENCE, 1997, 162 (03) :211-218
[7]   Determination of organic matter in soils using radial basis function networks and near infrared spectroscopy [J].
Fidêncio, PH ;
Poppi, RJ ;
de Andrade, JC .
ANALYTICA CHIMICA ACTA, 2002, 453 (01) :125-134
[8]   PARTIAL LEAST-SQUARES REGRESSION - A TUTORIAL [J].
GELADI, P ;
KOWALSKI, BR .
ANALYTICA CHIMICA ACTA, 1986, 185 :1-17
[9]   Some recent trends in the calibration literature [J].
Geladi, P .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2002, 60 (1-2) :211-224
[10]  
HAGEMAN HA, 2002, J CHEMOM