NARA Discovery
Article Details
← Back to Search Results
Journal Article

Trace metal content prediction along an AMD (acid mine drainage)-contaminated stream draining a coal mine using VNIR–SWIR spectroscopy

Jamie-Leigh Robin Abrahams; Emmanuel John M. Carranza
Environmental Monitoring and Assessment · Vol. 195, Issue 11 · 2023

Abstract

The current study investigated the use of VNIR–SWIR (visible/near infrared to short-wavelength infrared: 400–2500 nm) spectroscopy for predicting trace metals in overbank sediments collected in the study site. Here, we (i) derived spectral absorption feature parameters (SAFPs) from measured ground spectra for correlation with trace metal (Pb, Cd, As, and Cu) contents in overbank sediments, (ii) built univariate regression models to predict trace metal concentrations using the SAFPs, and (iii) evaluated the predictive capacities of the regression models. The derived SAFPs associated with goethite in overbank sediments were Depth433 b , Asym433 b , and Width433 b , and those associated with kaolinite in overbank sediments were Depth1366 b , Asym1366 b , Width1366 b , Depth2208 b , Asym2208 b , and Width2208 b . Cadmium in the overbank sediments showed the strongest correlations with the goethite-related SAFPs, whereas Pb, As, and Cu showed strong correlations with goethite- and kaolinite-related SAFPs. The best predictive models were obtained for Cu (R 2 = 0.73, SEE = 0.15) and Pb (R 2 = 0.73, SEE = 0.21), while weaker models were obtained for As (R 2 = 0.46, SEE = 0.31) and Cd (R 2 = 0.17, SEE = 0.81). The results suggest that trace metals can be predicted indirectly using the SAFPs associated with goethite and kaolinite. This is an important benefit of VNIR–SWIR spectroscopy considering the difficulty in analyzing “trace” metal concentrations, on large scales, using conventional geochemical methods.

Bibliographic Information

JournalEnvironmental Monitoring and Assessment
PublisherSpringer
Publication Date2023-11-01
Publication Year2023
Volume195
Issue11
Document TypeJournal Article
eISSN1573-2959
DOI10.1007/s10661-023-11837-y

Access Information

NARA Access Coverage1981-01-01~Current
Journal Homepagehttps://www.springer.com/journal/10661
Publisher PageOpen Publisher Page
Full-text access depends on NARA's subscribed coverage and institutional access.