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1 天前 · Crystals are integral to a variety of industrial applications, such as the development of pharmaceuticals and advancements in material science. To anticipate crystal behavior and pinpoint effective crystallization techniques, a thorough investigation of crystal structures, properties, and the associated processes is essential. However, conventional methods like experimental procedures and ...
2024年5月29日 · Predicting Many Properties of Crystals by a Single Deep Learning Model. The use of machine learning methods for predicting the properties of crystalline materials encounters significant challenges, primarily related to input encoding, output versatility, and interpretability. Here, we introduce CrystalBERT, an adaptable transformer-based ...
2024年5月21日 · Based on this, scientists have already proposed several theoretical models of crystal growth such as the Bravais–Friedel–Donnay–Harker (BFDH) model, the periodic bonded chain theory, the attachment energy model, the spiral growth model, and the 2DTable 1.
2024年5月30日 · These discrete or continuous time crystals have been realized in a number of systems. Carraro-Haddad et al . provide an example of a continuous time crystal in a solid-state system. The coupled excitons and photons in a semiconducting microcavity break time-translational symmetry as energy is continuously pumped into the system, forming a time crystal that oscillates to the phonon frequency.
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2 天前 · Kronsteiner, Johannes, Elias Theil, Alois Christian Ott, Aurel Ramon Arnoldt, and Nikolaus Peter Papenberg. 2024. "Modeling of Texture Development during Metal Forming Using Finite Element Visco-Plastic Self-Consistent Model" Crystals 14, no. 6: 533. https
2024年5月28日 · The phase-field crystal (PFC) model is a computational framework widely used for studying crystalline systems. It provides a mesoscale approach to investigate the dynamics and behavior of crystal growth, phase transition, and pattern formation at the atomic level.
