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3D stochastic modeling framework for Quaternary sediments using multiple-point statistics: A case study in Minjiang Estuary area, southeast China

机译:基于多点统计的第四纪沉积物3D随机建模框架:以东南Min江口地区为例

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摘要

Multiple-point statistics (MPS) has shown promise in representing complicated subsurface structures, such as the sedimentary system. The Quaternary sedimentary system possesses prominent anisotropy characteristics. For a practical three-dimensional (3D) application, therefore, the critical challenges come not only from the difficulty of obtaining credible 3D training images, but also from the serious non-stationarity. Moreover, MPS-based simulations are usually performed on a regular Cartesian grid so that they cannot realistically reflect the actual shape and distribution of geological structures. In our work, an integrated MPS-based 3D modeling framework is presented by incorporating the characteristics of Quaternary sediments and the datasets obtained from geological exploration. The framework is embedded into a 3D modeling grid to achieve more precise visualization for the subsurface structures. Following the proposed workflow, we perform the 3D modeling practices for Quaternary sedimentary facies and Quaternary stratigraphic structures by using the datasets from a Quaternary geological survey project at a southeast coastal city in China. The multiple-scale models are constructed by performing the MPS simulations which take into account the constraints of structural conditions. The application verifies the rationality and applicability of the presented workflow where the various structural features are integrated into a unified 3D model to achieve a more realistic characterization.
机译:多点统计(MPS)在表示复杂的地下结构(如沉积系统)方面显示出了希望。第四纪沉积体系具有突出的各向异性特征。因此,对于实际的三维(3D)应用程序,关键挑战不仅来自获得可靠的3D训练图像的困难,而且还来自严重的不稳定问题。此外,基于MPS的模拟通常在规则的笛卡尔网格上执行,因此它们不能现实地反映出地质结构的实际形状和分布。在我们的工作中,通过结合第四纪沉积物的特征和从地质勘探获得的数据集,提出了一个基于MPS的集成3D建模框架。该框架被嵌入3D建模网格中,以实现对地下结构的更精确可视化。按照拟议的工作流程,我们使用来自中国东南沿海城市第四纪地质调查项目的数据集,对第四纪沉积相和第四纪地层结构进行了3D建模实践。多尺度模型是通过执行MPS模拟而构建的,该模拟考虑了结构条件的约束。该应用程序验证了所提出的工作流程的合理性和适用性,其中将各种结构特征集成到统一的3D模型中,以实现更逼真的表征。

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