A priori hyperreduction method: an adaptive approach

D Ryckelynck - Journal of computational physics, 2005 - Elsevier
Model reduction methods are usually based on preliminary computations to build the shape
function of the reduced order model (ROM) before the computation of the reduced state …

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 …

Multi-level a priori hyper-reduction of mechanical models involving internal variables

D Ryckelynck, DM Benziane - Computer Methods in Applied Mechanics …, 2010 - Elsevier
This paper concerns the adaptation of reduced-order models during simulations of series of
elastoviscoplastic problems. In continuation with previous works, this paper aimed at …

Time‐space PGD for the rapid solution of 3D nonlinear parametrized problems in the many‐query context

D Néron, PA Boucard, N Relun - International Journal for …, 2015 - Wiley Online Library
This work deals with the question of the resolution of nonlinear problems for many different
configurations in order to build a 'virtual chart'of solutions. The targeted problems are three …

Multidimensional a priori hyper-reduction of mechanical models involving internal variables

D Ryckelynck, F Vincent, S Cantournet - Computer Methods in Applied …, 2012 - Elsevier
Modeling large systems usually requires metamodels or response surfaces (RSs) of sub-
systems. These metamodels are using sampling points in a parameter domain and related …

The Reference Point Method, a “hyperreduction” technique: Application to PGD-based nonlinear model reduction

M Capaldo, PA Guidault, D Néron… - Computer Methods in …, 2017 - Elsevier
A new approximation technique, called Reference Point Method (RPM), is proposed in order
to reduce the computational complexity of algebraic operations for constructing reduced …

Improving the k-compressibility of hyper reduced order models with moving sources: applications to welding and phase change problems

A Cosimo, A Cardona, S Idelsohn - Computer Methods in Applied …, 2014 - Elsevier
The simulation of engineering problems is quite often a complex task that can be time
consuming. In this context, the use of Hyper Reduced Order Models (HROMs) is a promising …

An efficient 'a priori'model reduction for boundary element models

D Ryckelynck, L Hermanns, F Chinesta… - Engineering Analysis with …, 2005 - Elsevier
The Boundary Element Method (BEM) is a discretisation technique for solving partial
differential equations, which offers, for certain problems, important advantages over domain …

A priori space–time separated representation for the reduced order modeling of low Reynolds number flows

C Leblond, C Allery - Computer Methods in Applied Mechanics and …, 2014 - Elsevier
Reduced order models (ROMs) in fluid dynamics are nowadays mostly developed by
performing a projection of the Navier–Stokes equations onto a low-dimensional space basis …

Toward optimality of proper generalised decomposition bases

S Alameddin, A Fau, D Néron, P Ladevèze… - Mathematical and …, 2019 - mdpi.com
The solution of structural problems with nonlinear material behaviour in a model order
reduction framework is investigated in this paper. In such a framework, greedy algorithms or …