Seasonal and Spatial Discrimination of Sandy Beaches Using Energy-Dispersive X-Ray Fluorescence Spectroscopy Analysis: A Comparative Study of Maltese Bays

被引:0
作者
Costa, Christine [1 ,2 ]
Lia, Frederick [2 ]
Sinagra, Emmanuel [1 ]
机构
[1] Univ Malta, Fac Sci, Dept Chem, MSD-2080 Msida, Malta
[2] Malta Coll Arts Sci & Technol, Inst Appl Sci, PLA 9032, Paola, Malta
关键词
heavy metal oxides; toxicity; multivariate analysis; partial least squares discriminant analysis; lithogenic; anthropogenic; chemometrics; environmental assessment; HEAVY-METALS; SURFACE SEDIMENTS; ECOLOGICAL RISK; POLLUTION; EDXRF; CONTAMINATION; SOILS; GEOCHEMISTRY; SPECTROMETER; CHEMOMETRICS;
D O I
10.3390/environments11120299
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The general increase in awareness of environmental pollutants and typical sources reflects the application of sustainability and development goals. Energy-Dispersive X-Ray Fluorescence spectroscopy analysis has been used to analyse sand samples collected from five different beaches located on the east and north-eastern coasts of Malta and Gozo during two summers and two winters. Samples were collected along linear transects perpendicular to the shoreline at three different depths. Chemometrics were used to discriminate between four latent variables, including season, location, depth, and distance from shoreline. The highest concentrations were attributed to Fe2O3, Al2O3, SrO, and SnO2. Principal Components Analysis and Factor Analysis classified distributions of Fe2O3, CoO, As2O3, MnO, SrO, SeO2, and CaCO3 under Principal Component 1. However, since no loading value dominance was observed, such distributions most likely represent a combination of lithogenic and anthropogenic natures. Discrimination using Stepwise Linear Canonical Discriminant Analysis (SLC-DA) and Partial Least Squares Discriminant Analysis (PLS-DA) using Leave-One-Out-Cross-Validation with Variance Importance Plots proved highly effective in classifying data by location, followed by seasonal variability. It follows that concentrations are not affected by depth and distance from shoreline variability, proving that accumulation and anthropogenic effects from land are not concentrated in specific zones but are spatially spread out along the bays and do not increase with depth.
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页数:21
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