Raman Spectroscopy of the Ilmentite — Geikielite Solid Solution

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-03-28 DOI:10.2138/am-2023-9262
L. Breitenfeld, M. Dyar, Leif Tokle, Kevin Robertson
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引用次数: 0

Abstract

Ilmenite (Fe2+TiO3) and geikielite (MgTiO3) are important terrestrial minerals relevant to the geology of the Earth, the Moon, Mars, and meteorite samples. Raman spectroscopy is a powerful technique that allows for mineral cation determination for the ilmenite — geikielite solid solution. We report on a sample suite of nine samples within the ilmenite — geikielite solid solution and provide context for their quantitative interpretation. We compare a univariate Raman peak position model for predicting ilmenite composition with a multivariate machine learning model. The univariate model is currently recommended, though the multivariate model may become superior if the data set size is increased. This study lays the groundwork for quantifying Fe (ilmenite) and Mg (geikielite) within oxides minerals using a cheap, portable, and efficient technology like Raman spectroscopy.
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Ilmentite - Geikielite 固溶体的拉曼光谱分析
钛铁矿(Fe2+TiO3)和镁钛铁矿(MgTiO3)是与地球、月球、火星和陨石样本地质有关的重要陆地矿物。拉曼光谱是一种功能强大的技术,可用于确定钛铁矿-黝帘石固溶体的矿物阳离子。我们报告了钛铁矿-黝帘石固溶体中的九个样品套件,并提供了定量解释的背景。我们比较了预测钛铁矿成分的单变量拉曼峰位模型和多变量机器学习模型。目前推荐使用单变量模型,但如果数据集的规模扩大,多变量模型可能会更优越。这项研究为利用拉曼光谱这种廉价、便携、高效的技术量化氧化物矿物中的铁(钛铁矿)和镁(geikielite)奠定了基础。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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