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Using metadynamics to build neural network potentials for reactive events: th...
The study of chemical reactions in aqueous media is very important for its implications in several fields of science, from biology to industrial processes. However, modeling... -
Insights into water permeation through hBN nanocapillaries by ab initio machi...
Water permeation between stacked layers of hBN sheets forming 2D nanochannels is investigated using large-scale ab initio-quality molecular dynamics simulations. A... -
Simulating diffusion properties of solid-state electrolytes via a neural netw...
The recently published DeePMD model, based on a deep neural network architecture, brings the hope of solving the time-scale issue which often prevents the application of first...