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基于水系沉积物地球化学采样的地形加权图卷积网络基岩填图方法 被引量:1
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作者 张宝一 李曼懿 +3 位作者 浣雨柯 Umair KHAN 王丽芳 汪凡云 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2023年第9期2799-2814,共16页
为了探索高效的第四系覆盖及露头较少区域的基岩智能填图方法,应用图卷积网络(GCN)对青海省察汗乌苏河地区水系沉积物地球化学采样的下伏基岩进行分类。基于Delaunay三角化采样点被组织为一个地形加权的有向图来表达水系沉积物地球化学... 为了探索高效的第四系覆盖及露头较少区域的基岩智能填图方法,应用图卷积网络(GCN)对青海省察汗乌苏河地区水系沉积物地球化学采样的下伏基岩进行分类。基于Delaunay三角化采样点被组织为一个地形加权的有向图来表达水系沉积物地球化学采样点之间的河流上下游关系。实验结果表明:半监督的GCN模型仅使用了20%的采样点标签,分类精度达到68.20%(10类基岩)和78.31%(5类基岩)。该方法能有效利用水系沉积物地球化学采样中的元素含量进行基岩填图,且能提高基岩填图的效率并能进行大面积应用。 展开更多
关键词 图卷积网络 深度学习 水系沉积物地球化学采样 基岩填图 第四系覆盖物
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Manganese potential mapping in western Guangxi-southeastern Yunnan(China) via spatial analysis and modal-adaptive prospectivity modeling 被引量:6
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作者 Fan-yun WANG Xian-cheng MAO +1 位作者 Hao DENG bao-yi zhang 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2020年第4期1058-1070,共13页
While the region of western Guangxi-southeastern Yunan, China, is known and considered prospective for manganese deposits, carrying out prospectivity mapping in this region is challenging due to the diversity of geolo... While the region of western Guangxi-southeastern Yunan, China, is known and considered prospective for manganese deposits, carrying out prospectivity mapping in this region is challenging due to the diversity of geological factors, the complexity of geological process and the asymmetry of geo-information. In this work, the manganese potential mapping for further exploration targeting is implemented via spatial analysis and modal-adaptive prospectivity modeling. On the basis of targeting criteria developed by the mineral system approach, the spatial analysis is leveraged to extract the predictor variables to identify features of the geological process. Specifically, a metallogenic field analysis approach is proposed to extract metallogenic information that quantifies the regional impacts of the synsedimentary faults and sedimentary basins. In the integration of the extracted predictor variables, a modal-adaptive prospectivity model is built, which allows to adapt different data availability and geological process. The resulting prospective areas of high potential not only correspond to the areas of known manganese deposits but also provide a number of favorable targets in the region for future mineral exploration. 展开更多
关键词 prospectivity mapping manganese deposit western Guangxi-southeastern Yunnan field analysis approach modal-adaptive prospectivity modeling
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