Possibilities of visible–near-infrared spectroscopy for the assessment of soil contamination in river floodplains

During the past decades, large amounts of diffuse cadmium (Cd) and zinc (Zn) contaminated soil material have been deposited in the floodplains of the river Rhine in the Netherlands. As spatial information on soil quality is required at different scale levels covering the whole area, characterisation...

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Published inAnalytica chimica acta Vol. 446; no. 1; pp. 97 - 105
Main Authors Kooistra, L, Wehrens, R, Leuven, R.S.E.W, Buydens, L.M.C
Format Journal Article Conference Proceeding
LanguageEnglish
Published Amsterdam Elsevier B.V 19.11.2001
Elsevier
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Abstract During the past decades, large amounts of diffuse cadmium (Cd) and zinc (Zn) contaminated soil material have been deposited in the floodplains of the river Rhine in the Netherlands. As spatial information on soil quality is required at different scale levels covering the whole area, characterisation exclusively based on soil sampling and analysis is time-consuming and very expensive. A quicker method is developed based on a multivariate calibration procedure using partial least squares (PLS) regression to establish a relationship between reflectance spectra in the visible–near-infrared (VNIR) region and spectrally active soil characteristics (organic matter and clay content) that are inter-correlated with concentration levels of Cd and Zn. Several spectral pre-processing methods (normalisation, multiplicative scatter correction (MSC), derivation, standard normal variate (SNV) transform) were employed to improve the robustness and performance of the calibration models. No pre-processing gave the best results for Cd and Zn with RMSECV equal to 0.676 and 80.97 mg kg −1, respectively. Application of the calibration models for soil quality characterisation in river floodplains is promising. The future possibilities of multivariate calibration and pre-processing in remote sensing have to be explored.
AbstractList During the past decades, large amounts of diffuse cadmium (Cd) and zinc (Zn) contaminated soil material have been deposited in the floodplains of the river Rhine in the Netherlands. As spatial information on soil quality is required at different scale levels covering the whole area, characterisation exclusively based on soil sampling and analysis is time-consuming and very expensive. A quicker method is developed based on a multivariate calibration procedure using partial least squares (PLS) regression to establish a relationship between reflectance spectra in the visible–near-infrared (VNIR) region and spectrally active soil characteristics (organic matter and clay content) that are inter-correlated with concentration levels of Cd and Zn. Several spectral pre-processing methods (normalisation, multiplicative scatter correction (MSC), derivation, standard normal variate (SNV) transform) were employed to improve the robustness and performance of the calibration models. No pre-processing gave the best results for Cd and Zn with RMSECV equal to 0.676 and 80.97 mg kg −1, respectively. Application of the calibration models for soil quality characterisation in river floodplains is promising. The future possibilities of multivariate calibration and pre-processing in remote sensing have to be explored.
Author Kooistra, L
Wehrens, R
Buydens, L.M.C
Leuven, R.S.E.W
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IsPeerReviewed true
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Issue 1
Keywords Contaminated sediment
Remote sensing
River Rhine
VNIR spectroscopy
Multivariate calibration
Floodplains
Cadmium
Data analysis
Chemical analysis
Ecotoxicology
Derivative spectrometry
Visible spectrometry
Transition metal
Multivariate analysis
Sediments
Zinc
Environmental control
Chemical pollution
PLS regression
Near infrared spectrometry
Flood plain
Multicomponent analysis
Environmental monitoring
Chemometrics
Quantitative analysis
Language English
License CC BY 4.0
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Elsevier
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Snippet During the past decades, large amounts of diffuse cadmium (Cd) and zinc (Zn) contaminated soil material have been deposited in the floodplains of the river...
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SubjectTerms Analytical chemistry
Animal, plant and microbial ecology
Applied ecology
Biological and medical sciences
Chemistry
Contaminated sediment
Ecotoxicology, biological effects of pollution
Exact sciences and technology
Floodplains
Fundamental and applied biological sciences. Psychology
Multivariate calibration
Remote sensing
River Rhine
Spectrometric and optical methods
Terrestrial environment, soil, air
VNIR spectroscopy
Title Possibilities of visible–near-infrared spectroscopy for the assessment of soil contamination in river floodplains
URI https://dx.doi.org/10.1016/S0003-2670(01)01265-X
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