A new exploration tool in the search for native hydrogen and helium

C. Olivares, J. Findlay, R. Kelly, S. Otto, M. Norman, M. Cairns
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Abstract

Native hydrogen and helium have been considered important resources in assisting the energy transition. Hydrogen and helium seeps have been reported worldwide, which may indicate large reserves within the subsurface. However, generation of hydrogen and helium is complex; poorly understood and constrained for both generation processes and migration. One source of native hydrogen is ultramafic rocks, which have experienced serpentinization together with water radiolysis. In contrast, helium generation occurs as the result of the radioactive decay of uranium and thorium present within radiogenically enriched basement. An exploration tool, dedicated to identifying areas with the geological settings and conditions favourable for native hydrogen and helium generation, has been developed and tested. Several databases have been created and integrated as part of this study (geological and geochemical generation models) to support and focus the search for both hydrogen and helium. Machine learning algorithms which extract value from geospatial data types for detecting various accumulations have been implemented. The first machine learning results demonstrate the significant value in integrating data and machine learning for high grading areas more conducive to accumulating hydrogen and helium.
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寻找原生氢和氦的新探索工具
原生氢和氦一直被认为是协助能源转型的重要资源。世界各地都有氢气和氦气渗出的报道,这可能表明地下储藏量巨大。然而,氢和氦的生成过程十分复杂,人们对生成过程和迁移过程的了解和制约都很有限。原生氢的一个来源是超基性岩,这些岩石经历了蛇纹石化和水辐射分解。与此相反,氦的生成是放射性富集基底中铀和钍放射性衰变的结果。已经开发并测试了一种勘探工具,专门用于确定地质环境和条件有利于原生氢和氦生成的地区。作为这项研究的一部分,已经创建并整合了几个数据库(地质和地球化学生成模型),以支持和集中搜索氢和氦。从地理空间数据类型中提取价值的机器学习算法已经实施,以探测各种积累。首批机器学习结果表明,将数据与机器学习相结合,对更有利于氢和氦积聚的高分级区域具有重要价值。
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