The Bayesian approach to inverse problems

M Dashti, AM Stuart - arXiv preprint arXiv:1302.6989, 2013 - arxiv.org
These lecture notes highlight the mathematical and computational structure relating to the
formulation of, and development of algorithms for, the Bayesian approach to inverse …

[图书][B] Dimensions, embeddings, and attractors

JC Robinson - 2010 - books.google.com
This accessible research monograph investigates how'finite-dimensional'sets can be
embedded into finite-dimensional Euclidean spaces. The first part brings together a number …

MAP estimators and their consistency in Bayesian nonparametric inverse problems

M Dashti, KJH Law, AM Stuart, J Voss - Inverse Problems, 2013 - iopscience.iop.org
We consider the inverse problem of estimating an unknown function u from noisy
measurements y of a known, possibly nonlinear, map $\mathcal {G} $ applied to u. We adopt …

[图书][B] Applied nonautonomous and random dynamical systems: applied dynamical systems

T Caraballo, X Han - 2017 - books.google.com
This book offers an introduction to the theory of non-autonomous and stochastic dynamical
systems, with a focus on the importance of the theory in the Applied Sciences. It starts by …

A wildland fire model with data assimilation

J Mandel, LS Bennethum, JD Beezley, JL Coen… - … and Computers in …, 2008 - Elsevier
A wildfire model is formulated based on balance equations for energy and fuel, where the
fuel loss due to combustion corresponds to the fuel reaction rate. The resulting coupled …

[HTML][HTML] Hybrid monte carlo on hilbert spaces

A Beskos, FJ Pinski, JM Sanz-Serna… - Stochastic Processes and …, 2011 - Elsevier
The Hybrid Monte Carlo (HMC) algorithm provides a framework for sampling from complex,
high-dimensional target distributions. In contrast with standard Markov chain Monte Carlo …

Long time dynamics of forced critical SQG

P Constantin, A Tarfulea, V Vicol - Communications in Mathematical …, 2015 - Springer
We prove the existence of a compact global attractor for the dynamics of the forced critical
surface quasi-geostrophic equation (SQG) and prove that it has finite fractal (box-counting) …

Global attractors and determining modes for the 3D Navier-Stokes-Voight equations

VK Kalantarov, ES Titi - Chinese Annals of Mathematics, Series B, 2009 - Springer
The authors investigate the long-term dynamics of the three-dimensional Navier-Stokes-
Voight model of viscoelastic incompressible fluid. Specifically, upper bounds for the number …

Dynamically learning the parameters of a chaotic system using partial observations

E Carlson, J Hudson, A Larios, VR Martinez… - arXiv preprint arXiv …, 2021 - arxiv.org
Motivated by recent progress in data assimilation, we develop an algorithm to dynamically
learn the parameters of a chaotic system from partial observations. Under reasonable …

M5 mesoscopic and macroscopic models for mesenchymal motion

T Hillen - Journal of mathematical biology, 2006 - Springer
In this paper mesoscopic (individual based) and macroscopic (population based) models for
mesenchymal motion of cells in fibre networks are developed. Mesenchymal motion is a …