Physics-informed two-tier neural network for non-linear model order reduction

Abstract In recent years, machine learning (ML) has had a great impact in the area of non-intrusive, non-linear model order reduction (MOR). However, the offline training phase often still entails high computational costs since it requires numerous, expensive, full-order solutions as the training da...

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Bibliographic Details
Main Authors: Yankun Hong, Harshit Bansal, Karen Veroy
Format: Article
Language:English
Published: SpringerOpen 2024-11-01
Series:Advanced Modeling and Simulation in Engineering Sciences
Subjects:
Online Access:https://doi.org/10.1186/s40323-024-00273-3
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