Dynamically Optimal Projection onto Slow Spectral Manifolds for Linear Systems

We derive the dynamically optimal projection onto the linear slow manifold from a temporal variational principle. We demonstrate that the projection captures transient dynamics of the overall dissipative system and leads to a considerably improved fit of reduced trajectories compared to full trajectories. We illustrate these optimal model reduction properties on explicit examples, including the linear three-component Grad's moment system.

Publication Details

Journal
ArXiv.org
Published
2025-03-23
Primary Topic
Model Reduction and Neural Networks
Type
article
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article

Dynamically Optimal Projection onto Slow Spectral Manifolds for Linear Systems

ArXiv.org
Model Reduction and Neural Networks
article

Dynamically Optimal Projection onto Slow Spectral Manifolds for Linear Systems

article en

Abstract

We derive the dynamically optimal projection onto the linear slow manifold from a temporal variational principle. We demonstrate that the projection captures transient dynamics of the overall dissipative system and leads to a considerably improved fit of reduced trajectories compared to full trajectories. We illustrate these optimal model reduction properties on explicit examples, including the linear three-component Grad's moment system.

ArXiv.org
Openalex Percentile: Top 52%
Model Reduction and Neural Networks
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Dynamically Optimal Projection onto Slow Spectral Manifolds for Linear Systems · ArXiv.org (2025) | TGRS Research Map | TGRS