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A low-rank isogeometric solver based on Tucker tensors

Articolo
Data di Pubblicazione:
2023
Abstract:
We propose an isogeometric solver for Poisson problems that combines (i) low-rank tensor techniques to approximate the unknown solution and the system matrix, as a sum of a few terms having Kronecker product structure, (ii) a Truncated Preconditioned Conjugate Gradient solver to keep the rank of the iterates low, and (iii) a novel low-rank preconditioner, based on the Fast Diagonalization method where the eigenvector multiplication is approximated by the Fast Fourier Transform. Although the proposed strategy is written in arbitrary dimension, we focus on the three-dimensional case and adopt the Tucker format for low-rank tensor representation, which is well suited in low dimension. We show by numerical tests that this choice guarantees significant memory saving compared to the full tensor representation. We also extend and test the proposed strategy to linear elasticity problems.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Isogeometric analysis; Preconditioning; Truncated Preconditioned Conjugate Gradient method; Tucker representation; Low-rank decomposition
Elenco autori:
Montardini, M.; Sangalli, G.; Tani, M.
Autori di Ateneo:
MONTARDINI MONICA
SANGALLI GIANCARLO
TANI MATTIA
Link alla scheda completa:
https://iris.unipv.it/handle/11571/1487196
Link al Full Text:
https://iris.unipv.it//retrieve/handle/11571/1487196/680402/2023_A_low_rank_isogeometric_solver.pdf
Pubblicato in:
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
Journal
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