T141 Deep-Time Empowered Sustainability, Energy Transition, and Carbon Solutions
Tuesday, 17 October 2023
8:00 AM - 12:00 PM
320
QUANTIFICATION OF BRUCITE AND SERPENTINE IN PERIDOTITE ROCKS WITH UV/VIS/NIR SPECTROSCOPY AND MACHINE LEARNING MODELING
Paper number: T141-3
Program: Technical Sessions
Time: 8:20 AM – 8:35 AM
Authors
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Lei ShenSpectral Evolution, Haverhill, MA
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Nader MosavatCO2 Lock, Vancouver, BC
Abstract
UV/Vis/NIR spectroscopy has been proven as a promising tool in characterizing minerals. In this study, a full range (350nm – 2500nm) ultra high-resolution spectrometer is used to measure the UV/Vis/NIR spectra of brucite and serpentine rich rock powders. The full range spectral analysis allows for the identification and quantification of brucite and serpentine minerals with ultra high spectral resolution.
A case study was completed to build a Partial Least Square Regression (PLSR) model to quantify the brucite concentration in unknown samples. The calibration set includes data from 37 calibration samples and the test set includes 8 unknown samples. The regression model has high quality measures such as root mean square errors (RESMC = 0.0018, RMSECV = 0.0038, RMSEP) as well as determination coefficient (R2 = 0.994). The predicted brucite/serpentine concentration is consistent with provided Thermogravimetric Analysis (TGA) results as a means for validation.
Geological Society of America Abstracts with Programs. Vol. 55, No. 6
doi: 10.1130/abs/2023AM-394164
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