ArticleProceedings of the National Academy of Sciences of the United States of America2020
Periodic training of creeping solids.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Learning Epithelial Elasticity via Local Tension Remodeling.bioRxiv : the preprint server for biology · 2025Article
- Training and retraining liquid crystal elastomer metamaterials for pluripotent functionality.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Systematic modification of functionality in disordered elastic networks through free energy surface tailoring.Science advances · 2023Article
- Model architecture can transform catastrophic forgetting into positive transfer.Scientific reports · 2022Article
- Transient learning degrees of freedom for introducing function in materials.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We consider disordered solids in which the microscopic elements can deform plastically in response to stresses on them. We show that by driving the system periodically, this plasticity can be exploited to train in desired elastic properties, both in the global moduli and in local "allosteric" interactions. Periodic driving can couple an applied "source" strain to a "target" strain over a path in the energy landscape. This coupling allows control of the system's response, even at large strains well into the nonlinear regime, where it can be difficult to achieve control simply by design.
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Registered trials
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