Machine learning enables the discovery of 2D Invar and anti-Invar monolayers

Abstract Materials demonstrating positive thermal expansion (PTE) or negative thermal expansion (NTE) are quite common, whereas those exhibiting zero thermal expansion (ZTE) are notably scarce. In this work, we identify the mechanical descriptors, namely in-plane tensile stiffness and out-of-plane b...

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Dettagli Bibliografici
Autori principali: Shun Tian, Ke Zhou, Wanjian Yin, Yilun Liu
Natura: Articolo
Lingua:English
Pubblicazione: Nature Portfolio 2024-08-01
Serie:Nature Communications
Accesso online:https://doi.org/10.1038/s41467-024-51379-6