A review of surrogate models and their application to groundwater modeling

MJ Asher, BFW Croke, AJ Jakeman… - Water Resources …, 2015 - Wiley Online Library
The spatially and temporally variable parameters and inputs to complex groundwater
models typically result in long runtimes which hinder comprehensive calibration, sensitivity …

Physical modelling and advanced simulations of gas–liquid two-phase jet flows in atomization and sprays

X Jiang, GA Siamas, K Jagus… - Progress in energy and …, 2010 - Elsevier
This review attempts to summarize the physical models and advanced methods used in
computational studies of gas–liquid two-phase jet flows encountered in atomization and …

Interfacing finite elements with deep neural operators for fast multiscale modeling of mechanics problems

M Yin, E Zhang, Y Yu, GE Karniadakis - Computer methods in applied …, 2022 - Elsevier
Multiscale modeling is an effective approach for investigating multiphysics systems with
largely disparate size features, where models with different resolutions or heterogeneous …

Hierarchical deep learning of multiscale differential equation time-steppers

Y Liu, JN Kutz, SL Brunton - … Transactions of the Royal …, 2022 - royalsocietypublishing.org
Nonlinear differential equations rarely admit closed-form solutions, thus requiring numerical
time-stepping algorithms to approximate solutions. Further, many systems characterized by …

Sparse dynamics for partial differential equations

H Schaeffer, R Caflisch, CD Hauck… - Proceedings of the …, 2013 - National Acad Sciences
We investigate the approximate dynamics of several differential equations when the
solutions are restricted to a sparse subset of a given basis. The restriction is enforced at …

Oversampling for the multiscale finite element method

P Henning, D Peterseim - Multiscale Modeling & Simulation, 2013 - SIAM
This paper reviews standard oversampling strategies as performed in the multiscale finite
element method (MsFEM). Common to those approaches is that the oversampling is …

A data-driven peridynamic continuum model for upscaling molecular dynamics

H You, Y Yu, S Silling, M D'Elia - Computer Methods in Applied Mechanics …, 2022 - Elsevier
Nonlocal models, including peridynamics, often use integral operators that embed
lengthscales in their definition. However, the integrands in these operators are difficult to …

The internal structure of the tip leakage vortex within the rotor of an axial waterjet pump

RL Miorini, H Wu, J Katz - 2012 - asmedigitalcollection.asme.org
The complex flow field in the tip region of a turbomachine rotor, including the tip leakage
flow and tip leakage vortex (TLV), has been studied for decades. Yet many associated …

Analysis of the heterogeneous multiscale method for elliptic homogenization problems

P Ming, P Zhang - Journal of the American Mathematical Society, 2005 - ams.org
A comprehensive analysis is presented for the heterogeneous multiscale method (HMM for
short) applied to various elliptic homogenization problems. These problems can be either …

An introduction to the numerics of flow in porous media using Matlab

JE Aarnes, T Gimse, KA Lie - Geometric modelling, numerical simulation …, 2007 - Springer
Even though the art of reservoir simulation has evolved through more than four decades,
there is still a substantial research activity that aims toward faster, more robust, and more …