TY - JOUR
T1 - Hierarchical model reduction techniques for flow modeling in a parametrized setting
AU - Zancanaro, Matteo
AU - Ballarin, Francesco
AU - Perotto, Simona
AU - Rozza, Gianluigi
PY - 2021
Y1 - 2021
N2 - In this work we focus on two different methods to deal with parametrized partial differential equations in an efficient and accurate way. Starting from high fidelity approximations built via the hierarchical model reduction discretization, we consider two approaches, both based on a projection model reduction technique. The two methods differ for the algorithm employed during the construction of the reduced basis. In particular, the former employs the proper orthogonal decomposition, while the latter relies on a greedy algorithm according to the certified reduced basis technique. The two approaches are preliminarily compared on two-dimensional scalar and vector test cases.
AB - In this work we focus on two different methods to deal with parametrized partial differential equations in an efficient and accurate way. Starting from high fidelity approximations built via the hierarchical model reduction discretization, we consider two approaches, both based on a projection model reduction technique. The two methods differ for the algorithm employed during the construction of the reduced basis. In particular, the former employs the proper orthogonal decomposition, while the latter relies on a greedy algorithm according to the certified reduced basis technique. The two approaches are preliminarily compared on two-dimensional scalar and vector test cases.
KW - Hierarchical model reduction
KW - Parametrized problems
KW - Projection-based reduced order modeling
KW - Proper orthogonal decomposition
KW - Reduced basis method
KW - Hierarchical model reduction
KW - Parametrized problems
KW - Projection-based reduced order modeling
KW - Proper orthogonal decomposition
KW - Reduced basis method
UR - http://hdl.handle.net/10807/184020
U2 - 10.1137/19M1285330
DO - 10.1137/19M1285330
M3 - Article
SN - 1540-3459
VL - 19
SP - 267
EP - 293
JO - MULTISCALE MODELING & SIMULATION
JF - MULTISCALE MODELING & SIMULATION
ER -