Mapping applications of laser-laser isotopic measurement in carbonates

IF 3.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Chemical Geology Pub Date : 2024-11-17 DOI:10.1016/j.chemgeo.2024.122502
Alban Petitjean, Olivier Musset, Christophe Thomazo, Ivan Jovovic, Kalle Kirsimäe
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Abstract

Sedimentary geochemistry is very often associated with the measurement of isotopic composition of carbon and oxygen from carbonates. The usual technique combining acid digestion and mass spectrometry analysis is slow, costly and non-ideal for spatially resolved analyses. When carbonates are processed using laser calcination and the gas produced during calcination is analyzed by infrared spectrometry, the time required for isotopic analysis is reduced to around 15 min to analyze 30 mg of carbonate in situ. Although the time saved is significant, it is hardly reasonable to carry out a high-resolution isotopic mapping of large samples. A fully resolved isotopic mapping, for example, of a sample with 25 cm2 surface area at resolution of a tenth of a millimeter, would require a continuous measurement carried out for a month. The aim of this study is, therefore, to explore possible strategies for constructing an isotopic map with a minimum number of analyses. Two approaches are pro-posed: (i) a mathematical approach that seeks to establish a correlation between the position of the sample and the carbon or oxy-gen isotopes, and (ii) an approach that looks for a correlation between the color (spectral characteristics) of the sample surface subdomains and their isotopic compositions. The choice of the second approach stems from the assumption that color contains a priori information about geological or geochemical processes. Several algorithms were developed and tested, notably using artificial intelligence tools. To testify the isotopic maps produced by these algorithms, posteriori isotopic measurements are taken and compared with the predictions from computed isotopic maps.
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碳酸盐中激光同位素测量的绘图应用
沉积地球化学通常与测量碳酸盐中碳和氧的同位素组成有关。结合酸消化和质谱分析的常规技术速度慢、成本高,而且不适合空间分辨分析。如果使用激光煅烧法处理碳酸盐,并用红外光谱法分析煅烧过程中产生的气体,则原位分析 30 毫克碳酸盐所需的同位素分析时间可缩短至 15 分钟左右。虽然节省了大量时间,但要对大型样品进行高分辨率同位素绘图却很难做到。例如,对一个表面积为 25 平方厘米、分辨率为十分之一毫米的样品进行完全解析的同位素绘图,需要连续测量一个月。因此,本研究的目的是探索以最少的分析次数绘制同位素地图的可能策略。本研究提出了两种方法:(i) 数学方法,旨在建立样本位置与碳或氧同位素之间的相关性;(ii) 寻找样本表面子域的颜色(光谱特征)与其同位素组成之间的相关性。选择第二种方法是因为假设颜色包含地质或地球化学过程的先验信息。我们开发并测试了几种算法,特别是使用人工智能工具。为了验证这些算法绘制的同位素图,对同位素进行了后验测量,并与计算同位素图的预测结果进行了比较。
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来源期刊
Chemical Geology
Chemical Geology 地学-地球化学与地球物理
CiteScore
7.20
自引率
10.30%
发文量
374
审稿时长
3.6 months
期刊介绍: Chemical Geology is an international journal that publishes original research papers on isotopic and elemental geochemistry, geochronology and cosmochemistry. The Journal focuses on chemical processes in igneous, metamorphic, and sedimentary petrology, low- and high-temperature aqueous solutions, biogeochemistry, the environment and cosmochemistry. Papers that are field, experimentally, or computationally based are appropriate if they are of broad international interest. The Journal generally does not publish papers that are primarily of regional or local interest, or which are primarily focused on remediation and applied geochemistry. The Journal also welcomes innovative papers dealing with significant analytical advances that are of wide interest in the community and extend significantly beyond the scope of what would be included in the methods section of a standard research paper.
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