Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

Y Zhu, N Zabaras, PS Koutsourelakis… - Journal of Computational …, 2019 - Elsevier
Surrogate modeling and uncertainty quantification tasks for PDE systems are most often
considered as supervised learning problems where input and output data pairs are used for …

Physics, electrochemistry, chemistry, and electronics of the vanadium redox flow battery by analyzing all the governing equations

CM Krowne - Physical Chemistry Chemical Physics, 2024 - pubs.rsc.org
The vanadium redox flow battery has been intensively examined since the 1970s, with
researchers looking at its electrochemical time varying electrolyte concentration time …

Ss antman je marsden l. sirovich

JKHPHJ Keener, JKBJMA Mielke, CSPKR Sreenivasan - 2005 - Springer
The main purpose of this chapter is to give a derivation, which is mathematically precise,
physically natural, and conceptually simple, of the quasilinear system of partial differential …

Momentum transfer of a Boltzmann-lattice fluid with boundaries

M Bouzidi, M Firdaouss, P Lallemand - Physics of fluids, 2001 - pubs.aip.org
We study the velocity boundary condition for curved boundaries in the lattice Boltzmann
equation (LBE). We propose a LBE boundary condition for moving boundaries by …

An evaluation of lattice Boltzmann schemes for porous medium flow simulation

C Pan, LS Luo, CT Miller - Computers & fluids, 2006 - Elsevier
We quantitatively evaluate the capability and accuracy of the lattice Boltzmann equation
(LBE) for modeling flow through porous media. In particular, we conduct a comparative study …

[图书][B] The energy method, stability, and nonlinear convection

B Straughan - 2013 - books.google.com
This book is a revised edition of my earlier book of the same title. The cur rent edition adopts
the structure of the earlier version but is much changed. The introduction now contains …

[图书][B] Stability and wave motion in porous media

B Straughan - 2008 - books.google.com
This book presents an account of theories of? ow in porous media which have proved
tractable to analysis and computation. In particular, the t-ories of Darcy, Brinkman, and …

[图书][B] Homogenization methods for multiscale mechanics

CC Mei, B Vernescu - 2010 - books.google.com
In many physical problems several scales present either in space or in time, caused by
either inhomogeneity of the medium or complexity of the mechanical process. A fundamental …

Experimental and numerical study of the geometrical and hydraulic characteristics of a single rock fracture during shear

X Xiong, B Li, Y Jiang, T Koyama, C Zhang - International Journal of Rock …, 2011 - Elsevier
Coupled shear-flow tests were conducted on two artificial rock fractures with natural rock
fracture characteristics under constant normal loading boundary conditions. Numerical …

PEM fuel cells: a mathematical overview

K Promislow, B Wetton - SIAM Journal on Applied Mathematics, 2009 - SIAM
We present an overview of the mathematical issues that arise in the modeling of polymer
electrolyte membrane fuel cells. These issues range from nanoscale modeling of network …