Search Results for author: Lingxiao Yuan

Found 3 papers, 3 papers with code

Machine Learning-Guided Design of Non-Reciprocal and Asymmetric Elastic Chiral Metamaterials

1 code implementation19 Apr 2024 Lingxiao Yuan, Emma Lejeune, Harold S. Park

There has been significant recent interest in the mechanics community to design structures that can either violate reciprocity, or exhibit elastic asymmetry or odd elasticity.

Bayesian Optimization

Interpreting and generalizing deep learning in physics-based problems with functional linear models

1 code implementation10 Jul 2023 Amirhossein Arzani, Lingxiao Yuan, Pania Newell, Bei Wang

In this work, motivated by the field of functional data analysis (FDA), we propose generalized functional linear models as an interpretable surrogate for a trained deep learning model.

Operator learning

Towards out of distribution generalization for problems in mechanics

1 code implementation29 Jun 2022 Lingxiao Yuan, Harold S. Park, Emma Lejeune

To address this, we investigate the performance of OOD generalization methods for regression problems in mechanics.

Out-of-Distribution Generalization regression

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