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08/30/2023
Segmenting mechanically heterogeneous domains via unsupervised learning
From biological organs to soft robotics, highly deformable materials are...
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03/09/2023
Locality sensitive hashing via mechanical behavior
From healing wounds to maintaining homeostasis in cyclically loaded tiss...
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12/01/2022
Investigating Deep Learning Model Calibration for Classification Problems in Mechanics
Recently, there has been a growing interest in applying machine learning...
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06/29/2022
Towards out of distribution generalization for problems in mechanics
There has been a massive increase in research interest towards applying ...
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03/08/2022
Enhancing Mechanical Metamodels with a Generative Model-Based Augmented Training Dataset
Modeling biological soft tissue is complex in part due to material heter...
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02/03/2022
Learning Mechanically Driven Emergent Behavior with Message Passing Neural Networks
From designing architected materials to connecting mechanical behavior a...
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10/28/2020