Vector Field-Based Simulation of Tree-Like Nonstationary Geostatistical Models

被引:1
|
作者
Vargas, V. L. [1 ]
Pesco, S. [1 ]
机构
[1] Pontifical Catholic Univ Rio de Janeiro, Dept Math, Rio De Janeiro, Brazil
关键词
multiple point simulation; vector field-based simulation; nonstationary modeling; training image based; training vector field; MULTIPLE-POINT GEOSTATISTICS; CONDITIONAL SIMULATION; CONDUCTIVITY; CONNECTIVITY; UNCERTAINTY; PATTERNS;
D O I
10.1029/2020WR027542
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this work, a new nonstationary multiple-point geostatistical methodology called vector field-based simulation is presented. This method generates multiple realizations of the phenomena being modeled, whose spatial continuity is described by a training image. It can be applied in reservoir characterization and can be used to study the behavior of hydrogeological systems. The main novelty of this work is that nonstationarity is addressed through a vector field inferred from the training image. This field represents the directions in which the image develops and controls the multiple-point statistics methods (MPS) simulation. Additionally, our simulation is adapted to support hard data conditioning. The method is tested, and the realizations exhibit a similar morphology as the training image but with substantial variability. Furthermore, in the results it can be seen that the connectivity presented in the training image is preserved.
引用
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页数:20
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