A new splitting algorithm for dynamical low-rank approximation motivated by the fibre bundle structure of matrix manifolds - Archive ouverte HAL
Article Dans Une Revue BIT Numerical Mathematics Année : 2021

A new splitting algorithm for dynamical low-rank approximation motivated by the fibre bundle structure of matrix manifolds

Résumé

In this paper, we propose a new splitting algorithm for dynamical low-rank approximation motivated by the fibre bundle structure of the set of fixed rank matrices. We first introduce a geometric description of the set of fixed rank matrices which relies on a natural parametrization of matrices. More precisely, it is endowed with the structure of analytic principal bundle, with an explicit description of local charts. For matrix differential equations, we introduce a first order numerical integrator working in local coordinates. The resulting algorithm can be interpreted as a particular splitting of the projection operator onto the tangent space of the low-rank matrix manifold. It is proven to be exact in some particular case. Numerical experiments confirm this result and illustrate the robustness of the proposed algorithm.

Dates et versions

hal-02458048 , version 1 (28-01-2020)

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Marie Billaud Friess, Antonio Falco, Anthony Nouy. A new splitting algorithm for dynamical low-rank approximation motivated by the fibre bundle structure of matrix manifolds. BIT Numerical Mathematics, 2021, ⟨10.1007/s10543-021-00884-x⟩. ⟨hal-02458048⟩
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