A short review on model order reduction based on proper generalized decomposition

F Chinesta, P Ladeveze, E Cueto - Archives of Computational Methods in …, 2011 - Springer
This paper revisits a new model reduction methodology based on the use of separated
representations, the so called Proper Generalized Decomposition—PGD. Space and time …

Recent advances and new challenges in the use of the proper generalized decomposition for solving multidimensional models

F Chinesta, A Ammar, E Cueto - Archives of Computational methods in …, 2010 - Springer
This paper revisits a powerful discretization technique, the Proper Generalized
Decomposition—PGD, illustrating its ability for solving highly multidimensional models. This …

PGD-Based Computational Vademecum for Efficient Design, Optimization and Control

F Chinesta, A Leygue, F Bordeu, JV Aguado… - … methods in Engineering, 2013 - Springer
In this paper we are addressing a new paradigm in the field of simulation-based engineering
sciences (SBES) to face the challenges posed by current ICT technologies. Despite the …

A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modeling of complex fluids

A Ammar, B Mokdad, F Chinesta, R Keunings - Journal of non-Newtonian …, 2006 - Elsevier
Kinetic theory models involving the Fokker–Planck equation can be accurately discretized
using a mesh support (finite elements, finite differences, finite volumes, spectral techniques …

An overview of the proper generalized decomposition with applications in computational rheology

F Chinesta, A Ammar, A Leygue, R Keunings - Journal of Non-Newtonian …, 2011 - Elsevier
We review the foundations and applications of the proper generalized decomposition (PGD),
a powerful model reduction technique that computes a priori by means of successive …

A new family of solvers for some classes of multidimensional partial differential equations encountered in kinetic theory modelling of complex fluids: Part II: Transient …

A Ammar, B Mokdad, F Chinesta, R Keunings - Journal of non-newtonian …, 2007 - Elsevier
Kinetic theory models described within the Fokker–Planck formalism involve high-
dimensional spaces (including physical and conformation spaces and time). One appealing …

On the deterministic solution of multidimensional parametric models using the proper generalized decomposition

E Pruliere, F Chinesta, A Ammar - Mathematics and Computers in …, 2010 - Elsevier
This paper focuses on the efficient solution of models defined in high dimensional spaces.
Those models involve numerous numerical challenges because of their associated curse of …

Proper general decomposition (PGD) for the resolution of Navier–Stokes equations

A Dumon, C Allery, A Ammar - Journal of Computational Physics, 2011 - Elsevier
In this work, the PGD method will be considered for solving some problems of fluid
mechanics by looking for the solution as a sum of tensor product functions. In the first stage …

Proper generalized decomposition for parameterized Helmholtz problems in heterogeneous and unbounded domains: Application to harbor agitation

D Modesto, S Zlotnik, A Huerta - Computer Methods in Applied Mechanics …, 2015 - Elsevier
Solving the Helmholtz equation for a large number of input data in an heterogeneous media
and unbounded domain still represents a challenge. This is due to the particular nature of …

Proper generalized decomposition of multiscale models

F Chinesta, A Ammar, E Cueto - International Journal for …, 2010 - Wiley Online Library
In this paper the coupling of a parabolic model with a system of local kinetic equations is
analyzed. A space–time separated representation is proposed for the global model (this is …