4.6 Article

Calibration of Short-Wave InfraRed (SWIR) hyperspectral imaging using obtain continuous logging of mineral abundances along sediment cores

Journal

SEDIMENTARY GEOLOGY
Volume 428, Issue -, Pages -

Publisher

ELSEVIER
DOI: 10.1016/j.sedgeo.2021.106062

Keywords

Infrared spectroscopy; Hyperspectral imaging; Sediment core; Chemometrics; Minerals; High resolution analysis

Categories

Funding

  1. French National Research Agency
  2. Mobility program SMI-INSHS-CNRS
  3. LabEx IMU programe: URBO
  4. Andrea U. De Giorgi
  5. LabCom Geo-Heritage [ANR-15- LCV4- 0002]
  6. University of Lyon 2
  7. IDEX-Lyon Scientific Breakthrough Program
  8. European Research Council [339123]
  9. University of Paris 1 Pantheon-Sorbonne
  10. Region Normandie
  11. European Research Council (ERC) [339123] Funding Source: European Research Council (ERC)
  12. Agence Nationale de la Recherche (ANR) [ANR-15-LCV4-0002] Funding Source: Agence Nationale de la Recherche (ANR)

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Sediment cores provide important sub-surface data for environmental research and engineering applications. The use of diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS) allows for rapid and accurate quantification of mineral abundances in sediment cores. This study uses DRIFTS to calibrate short-wave infrared hyperspectral images (SWIR-HSIs) of a sediment core, converting point-specific DRIFTS measurements into a continuous record of mineral abundances. The method highlights sharp changes in mineral composition along the core, which are not captured by discontinuous DRIFTS measurements.
Sediment cores are a major source of sub-surface data for a variety of environmental research endeavors, as well as mining and civil engineering applications. In paleo-environmental studies, fluctuations in mineral abundances along sediment cores are used to study climate change, sea-level variations, sediment dynamics, and landscape evolution. Increasing reliance on such proxies spurs the need for reliable and time-saving analytical tools and procedures. Diffuse Reflectance Infrared Fourier Transform spectroscopy (DRIFTS) is a rapid, non-destructive and accurate tool for quantification of mineral abundances. We use DRIFTS to calibrate Short-Wave InfraRed (SWIR) hyperspectral images (HSIs) of a sediment core, in order to convert point-specific DRIFTS measurement of mineral abundances into a continuous record of mineral abundances along the core. Initially, single-phase and mineral assemblages of quartz, calcite, and clay mineral are created and measured by DRIFTS to establish calibration curves to convert DRIFTS data into mineral abundances, as %wt of bulk sediment samples. Mineral abundances are then measured by DRIFTS in a set of 60 samples from a core drilled into the Albegna River delta, Tuscany, Italy in the Fall of 2020. SWIR-HSIs of the core are then obtained and averaged over the areas corresponding to the samples taken for point-specific DRIFTS measurements. Least squares regressions are established between SWIR-HSI and DRIFTS data over these areas. This calibration is then used to convert SWIR-HSIs of the entire core into a continuous prediction of quartz, calcite, and clay mineral abundances along the core. The continuous record highlights sharp changes in mineral composition, smeared out in the discontinuous DRIFTS record. The advantages and limitations of the method, as well as its applicability to other sedimentary environments are discussed. (C) 2021 Elsevier B.V. All rights reserved.

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