Related Experiment Video
Updated: May 21, 2026

12:03
Two-Dimensional Visualization and Quantification of Labile, Inorganic Plant Nutrients and Contaminants in Soil
Published on: September 1, 2020
Solid-phase cadmium speciation in soil using L3-edge XANES spectroscopy with partial least-squares regression
Nina Siebers1, Jens Kruse, Kai-Uwe Eckhardt
1Institute for Land Use, University of Rostock, Justus-von-Liebig-Weg 6, 18051 Rostock, Germany.
Journal of Synchrotron Radiation
|June 21, 2012
Summary
Partial least-square (PLS) regression effectively deconvoluted cadmium (Cd) speciation in soil using X-ray absorption near-edge structure (XANES) spectra. This method accurately quantifies various Cd compounds, aiding environmental risk assessment.
Area of Science:
- Environmental Science
- Analytical Chemistry
- Geochemistry
Background:
- Cadmium (Cd) contamination in soil poses significant environmental risks.
- Accurate determination of Cd speciation is crucial for risk assessment but remains challenging.
- X-ray absorption near-edge structure (XANES) spectroscopy is a powerful tool for elemental speciation.
Purpose of the Study:
- To evaluate the efficacy of partial least-square (PLS) regression for deconvoluting Cd L(3)-edge XANES spectra.
- To develop and validate a PLS model for quantifying Cd compounds in complex soil matrices.
- To apply the validated model for direct determination of Cd speciation in a contaminated soil sample.
Main Methods:
- Acquisition of a spectral library of Cd reference compounds.
- Acquisition of Cd L(3)-edge XANES spectra from a soil sample.
- Application of PLS regression to deconvolute multi-compound Cd mixtures.
- Validation of the PLS model using binary and ternary mixtures.
Main Results:
- High coefficients of determination (R(2)) were achieved for Cd compounds in binary and ternary mixtures, validating the PLS approach.
- The PLS regression model successfully quantified five Cd compounds in a highly Cd-contaminated soil sample: Cd(3)(PO(4))(2) (36.1%), Cd(NO(3))(2)·4H(2)O (24.5%), Cd(OH)(2) (21.7%), CdCO(3) (17.1%), and CdCl(2) (0.4%).
- The model demonstrated the capability to handle complex soil systems by incorporating diverse Cd compounds.
Conclusions:
- Partial least-square (PLS) regression is a robust and promising method for direct determination of cadmium speciation in the solid phase of soil.
- The developed PLS-XANES approach offers a valuable tool for environmental risk assessment of Cd-contaminated soils.
- Further inclusion of diverse Cd compounds in the PLS model can enhance its applicability to complex environmental matrices.
Related Concept Videos
Atomic Emission Spectroscopy: Lab
AES is a powerful analytical technique, especially effective when used with plasma sources, producing abundant spectra in characteristic emission lines. The Inductively Coupled Plasma (ICP), in particular, yields superior quantitative analytical data due to its high stability, low noise, low background, and minimal interferences under optimal experimental conditions. However, newer air-operated microwave sources are emerging as promising alternatives that could be more cost-effective than...
Atomic Emission Spectroscopy: Overview
Atomic emission spectroscopy (AES) is an analytical technique used to determine the elemental composition of a sample by analyzing the light emitted from excited atoms. In AES, atoms in a sample are excited to higher energy levels by thermal energy from high-temperature sources, such as plasma, arcs, or sparks. When these excited atoms return to lower energy states, they emit light at specific wavelengths characteristic of each element. The resulting atomic emission spectrum, which consists of...
Atomic Absorption Spectroscopy: Lab
For AAS measurements, samples must be introduced as clear solutions, often requiring extensive preliminary treatment to dissolve materials like soils, animal tissues, and minerals. Common methods for sample preparation include treatment with hot mineral acids, wet ashing, combustion in closed containers, high-temperature ashing, or fusion with reagents.
Solutions containing organic solvents, such as low-molecular-mass alcohols, esters, or ketones, enhance absorbances by increasing nebulizer...
Solutions containing organic solvents, such as low-molecular-mass alcohols, esters, or ketones, enhance absorbances by increasing nebulizer...

