Results 11 to 20 of about 173,941,364 (56)

Multilevel CNNs for parametric PDEs [PDF]

open access: yes, 2023
We combine concepts from multilevel solvers for partial differential equations (PDEs) with neural network based deep learning and propose a new methodology for the efficient numerical solution of high-dimensional parametric PDEs.
Heiß, Cosmas   +2 more
core   +3 more sources

Abstract robust coarse spaces for systems of PDEs via generalized eigenproblems in the overlaps [PDF]

open access: yes, 2013
Coarse spaces are instrumental in obtaining scalability for domain decomposition methods for partial differential equations (PDEs). However, it is known that most popular choices of coarse spaces perform rather weakly in the presence of heterogeneities ...
Dolean Maini, Victorita   +5 more
core   +4 more sources

Stochastic PDEs with multiscale structure [PDF]

open access: yes, 2012
We study the spatial homogenisation of parabolic linear stochastic PDEs exhibiting a two-scale structure both at the level of the linear operator and at the level of the Gaussian driving noise.
Martin Hairer   +4 more
core   +1 more source

Non-linear coupled CNN models for multiscale image analysis [PDF]

open access: yes, 2006
A CNN model of partial differential equations (PDEs) for image multiscale analysis is proposed. The model is based on a polynomial representation of the diffusivity function and defines a paradigm of polynomial CNNs,for approximating a large class of ...
Corinto, Fernando   +2 more
core   +1 more source

High-Frequency Analysis Of Parabolic Stochastic Pdes

open access: yes, 2020
We consider the problem of estimating stochastic volatility for a class of second-order parabolic stochastic PDEs. Assuming that the solution is observed at high temporal frequency, we use limit theorems for multipower variations and related functionals ...
Chong, Carsten, Chong, C.
core   +2 more sources

On some PDEs involving homogeneous operators. Spectral analysis, semigroups and Hardy inequalities

open access: yes, 2022
Motivated by the analysis of homogeneous operators and semigroups in [10], in this paper we perform an spectral analysis of homogeneous operators and give simple characterization of generators of homoge- neous semigroups and of homogeneous sectorial ...
Rodríguez Bernal, Aníbal   +3 more
core   +1 more source

Birkhoff Normal Form and Hamiltonian PDEs [PDF]

open access: yes, 2007
55 pagesInternational audienceThese notes are based on lectures held at the Lanzhou university (China) during a CIMPA summer school in july 2004 but benefit from recent devellopements. Our aim is to explain some perturbations technics that allow to study
Grébert, Benoît
core   +1 more source

Fractional Dissipative PDEs [PDF]

open access: yes, 2023
In this chapter we provide an introduction to fractional dissipative partial differential equations (PDEs) with a focus on trying to understand their dynamics.
Akagi, Goro   +6 more
core   +1 more source

Stochastic analysis and partial differential equations: theory and numerics [PDF]

open access: yes, 2020
This thesis is concerned with problems at the interface of stochastic analysis and partial differential equations (PDEs). In particular, we focus on two different classes of problem: the transport of measures under the flow of nonlinear PDEs and the ...
Trenberth, William John
core   +1 more source

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