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. 2025 Jul 22;122(29):e2504304122.
doi: 10.1073/pnas.2504304122. Epub 2025 Jul 16.

Training and retraining liquid crystal elastomer metamaterials for pluripotent functionality

Affiliations

Training and retraining liquid crystal elastomer metamaterials for pluripotent functionality

Savannah D Gowen et al. Proc Natl Acad Sci U S A. .

Abstract

Training has emerged as a promising materials design technique in which function can be achieved through repeated physical modification of an existing material rather than by direct chemical functionalization, cutting, or reprocessing. This work investigates both the ability to train for function and then to erase that function on-demand in macroscopic metamaterials made from liquid crystal elastomers. We first show that the Poisson's ratio of these disordered arrays can be tuned via directed aging to induce an auxetic response. We then show that the arrays can be reset and retrained for another local mechanical function, allostery, thus demonstrating pluripotent functionality.

Keywords: directed aging; liquid crystal elastomers; metamaterials; networks; training.

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Conflict of interest statement

Competing interests statement:The authors declare no competing interest.

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References

    1. Sprenger M., Learning and Memory: The Brain in Action (ASCD, 1999).
    1. Snijders T., et al. , The concept of skeletal muscle memory: Evidence from animal and human studies. Acta Physiol. 229, e13465 (2020). - PMC - PubMed
    1. Gravitz L., The importance of forgetting. Nature 571, S12–S14 (2019). - PubMed
    1. Jaeger H. M., Murugan A., Nagel S. R., Training physical matter to matter. Soft Matter 20, 6695–6701 (2024). - PubMed
    1. Stern M., Murugan A., Learning without neurons in physical systems. Annu. Rev. Condens. Matter Phys. 14, 417–441 (2023).

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