Linear Algebra Problems Solved by Using Damped Dynamical Systems on the Stiefel Manifold

We develop a new method for solving minimization problems on the Stiefel Manifold using damped dynamical systems. The constraints are satisfied in the limit by an additional damped dynamical system. The method is illustrated by numerical experiments and compared to a state-of-the-art conjugate gradient method.

Publication Details

Journal
ArXiv.org
Published
2025-10-12
Primary Topic
Numerical methods in inverse problems
Type
article
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article

Linear Algebra Problems Solved by Using Damped Dynamical Systems on the Stiefel Manifold

ArXiv.org
Numerical methods in inverse problems
article

Linear Algebra Problems Solved by Using Damped Dynamical Systems on the Stiefel Manifold

article en

Abstract

We develop a new method for solving minimization problems on the Stiefel Manifold using damped dynamical systems. The constraints are satisfied in the limit by an additional damped dynamical system. The method is illustrated by numerical experiments and compared to a state-of-the-art conjugate gradient method.

ArXiv.org
Openalex Percentile: Top 41%
Numerical methods in inverse problems
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Linear Algebra Problems Solved by Using Damped Dynamical Systems on the Stiefel Manifold · ArXiv.org (2025) | TGRS Research Map | TGRS