Results 1 to 10 of about 102 (56)
Adaptive Multiscale Model Reduction for Nonlinear Parabolic Equations Using GMsFEM [PDF]
14 pages.
Wang Y, Chung E, Fu S.
europepmc +8 more sources
Prediction of Discretization of GMsFEM Using Deep Learning [PDF]
In this paper, we propose a deep-learning-based approach to a class of multiscale problems. The generalized multiscale finite element method (GMsFEM) has been proven successful as a model reduction technique of flow problems in heterogeneous and high-contrast porous media.
Min Wang +5 more
doaj +6 more sources
DG-GMsFEM for Problems in Perforated Domains with Non-Homogeneous Boundary Conditions [PDF]
Problems in perforated media are complex and require high resolution grid construction to capture complex irregular perforation boundaries leading to the large discrete system of equations. In this paper, we develop a multiscale model reduction technique based on the Discontinuous Galerkin Generalized Multiscale Finite Element Method (DG-GMsFEM) for ...
V. N. Alekseev +3 more
doaj +5 more sources
Dynamic data-driven Bayesian GMsFEM [PDF]
In this paper, we propose a Bayesian approach for multiscale problems with the availability of dynamic observational data. Our method selects important degrees of freedom probabilistically in a Generalized multiscale finite element method framework. Due to scale disparity in many multiscale applications, computational models can not resolve all scales.
Siu Wun Cheung, Nilabja Guha
openalex +5 more sources
Goal-oriented adaptivity for GMsFEM [PDF]
16 pages, 4 ...
Eric T. Chung +2 more
+6 more sources
Convergence of the CEM-GMsFEM for compressible flow in highly heterogeneous media [PDF]
This paper presents and analyses a Constraint Energy Minimization Generalized Multiscale Finite Element Method (CEM-GMsFEM) for solving single-phase non-linear compressible flows in highly heterogeneous media. The construction of CEM-GMsFEM hinges on two crucial steps: First, the auxiliary space is constructed by solving local spectral problems, where ...
Leonardo A. Poveda +3 more
+6 more sources
Computational multiscale methods for first-order wave equation using mixed CEM-GMsFEM [PDF]
In this paper, we consider a pressure-velocity formulation of the heterogeneous wave equation and employ the constraint energy minimizing generalized multiscale finite element method (CEM-GMsFEM) to solve this problem. The proposed method provides a flexible framework to construct crucial multiscale basis functions for approximating the pressure and ...
Eric T. Chung, Sai-Mang Pun
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Generalized multiscale finite element methods (GMsFEM) [PDF]
In this paper, we propose a general approach called Generalized Multiscale Finite Element Method (GMsFEM) for performing multiscale simulations for problems without scale separation over a complex input space. As in multiscale finite element methods (MsFEMs), the main idea of the proposed approach is to construct a small dimensional local solution ...
Yalchin Efendiev +2 more
openalex +6 more sources
Convergence of the CEM-GMsFEM for Stokes flows in heterogeneous perforated domains [PDF]
18 pages, 2 ...
Eric T. Chung, Jiuhua Hu, Sai-Mang Pun
+6 more sources
Numerical Study of Soil-Thawing Effect of Composite Piles Using GMsFEM [PDF]
During construction works, it is advisable to prevent strong thawing and an increase in the moisture content of the foundations of engineering structures in the summer. Since the density of water and ice differ, due to the difference bulging of the foundation sections can occur when it freezes back in winter.
Petr V. Sivtsev +2 more
openalex +3 more sources

