GSTDTAP  > 资源环境科学
DOI10.1029/2019WR026493
Multilevel Monte Carlo predictions of First passage times in three‐dimensional discrete fracture networks: A graph‐based approach
S. Berrone; J. D. Hyman; S. Pieraccini
2020-05-13
发表期刊Water Resources Research
出版年2020
英文摘要

We present a method combining multilevel Monte Carlo (MLMC) and a graph‐based primary subnetwork identification algorithm to provide estimates of the mean and variance of the distribution of first passage times in fracture media at significantly lower computational cost than standard Monte Carlo (MC) methods. Simulations of solute transport are performed using a discrete fracture network (DFN) and instead of using various grid resolutions for levels in the MLMC, which is standard practice in MLMC, we identify a hierarchy of subnetworks in the DFN based on the shortest topological paths through the network using a graph‐based method. While the mean of these ensembles is of critical importance, the variance is also essential in fractured media where uncertainty is an overarching theme and understanding variability across an ensemble is a requirement for safety assessments. The method provides good estimates of the mean and variance at two orders of magnitude lower computational cost than MC.

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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/267640
专题资源环境科学
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S. Berrone,J. D. Hyman,S. Pieraccini. Multilevel Monte Carlo predictions of First passage times in three‐dimensional discrete fracture networks: A graph‐based approach[J]. Water Resources Research,2020.
APA S. Berrone,J. D. Hyman,&S. Pieraccini.(2020).Multilevel Monte Carlo predictions of First passage times in three‐dimensional discrete fracture networks: A graph‐based approach.Water Resources Research.
MLA S. Berrone,et al."Multilevel Monte Carlo predictions of First passage times in three‐dimensional discrete fracture networks: A graph‐based approach".Water Resources Research (2020).
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