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 …

Review of options for structural design sensitivity analysis. Part 1: Linear systems

F Van Keulen, RT Haftka, NH Kim - Computer methods in applied …, 2005 - Elsevier
The paper reviews options for structural design sensitivity analysis, including global finite
differences, continuum derivatives, discrete derivatives, and computational or automated …

[KSIĄŻKA][B] Lecture notes in computational science and engineering

TJ Barth, M Griebel, DE Keyes, RM Nieminen, D Roose… - 2005 - Springer
The FEniCS Project set out in 2003 with an idea to automate the solution of mathematical
models based on differential equations. Initially, the FEniCS Project consisted of two …

Dimensionality reduction in surrogate modeling: A review of combined methods

CKJ Hou, K Behdinan - Data Science and Engineering, 2022 - Springer
Surrogate modeling has been popularized as an alternative to full-scale models in complex
engineering processes such as manufacturing and computer-assisted engineering. The …

On the construction of deflation-based preconditioners

J Frank, C Vuik - SIAM Journal on Scientific Computing, 2001 - SIAM
In this article we introduce new bounds on the effective condition number of deflated and
preconditioned-deflated symmetric positive definite linear systems. For the case of a …

Comparison of two-level preconditioners derived from deflation, domain decomposition and multigrid methods

JM Tang, R Nabben, C Vuik, YA Erlangga - Journal of scientific computing, 2009 - Springer
For various applications, it is well-known that a multi-level, in particular two-level,
preconditioned CG (PCG) method is an efficient method for solving large and sparse linear …

Domain decomposition for multiscale PDEs

IG Graham, PO Lechner, R Scheichl - Numerische Mathematik, 2007 - Springer
We consider additive Schwarz domain decomposition preconditioners for piecewise linear
finite element approximations of elliptic PDEs with highly variable coefficients. In contrast to …

[KSIĄŻKA][B] Finite and boundary element tearing and interconnecting solvers for multiscale problems

C Pechstein - 2012 - books.google.com
Tearing and interconnecting methods, such as FETI, FETI-DP, BETI, etc., are among the
most successful domain decomposition solvers for partial differential equations. The …

[KSIĄŻKA][B] Communication-avoiding Krylov subspace methods in theory and practice

EC Carson - 2015 - search.proquest.com
Advancements in the field of high-performance scientific computing are necessary to
address the most important challenges we face in the 21st century. From physical modeling …

Krylov methods for nonsymmetric linear systems

G Meurant, JD Tebbens - Cham: Springer, 2020 - Springer
Solving systems of algebraic linear equations is among the most frequent problems in
scientific computing. It appears in many areas like physics, engineering, chemistry, biology …