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Homogeneous ice nucleation in an ab initio machine|learning ...


Homogeneous ice nucleation in an ab initio machine-learning ...

We compute nucleation rates at atmospheric pressure, over a broad range of supercoolings, using the seeding technique and systems of up to hundreds of ...

Homogeneous ice nucleation in an ab initio machine learning model ...

Title:Homogeneous ice nucleation in an ab initio machine learning model of water ... Abstract:Molecular simulations have provided valuable insight ...

Homogeneous ice nucleation in an ab initio machine ... - PNAS

Recent progress enabled by machine learning has made these calculations tractable and thus greatly extended the field of application of molecular dynamics based ...

Homogeneous ice nucleation in an ab initio machine-learning ...

Title: Homogeneous ice nucleation in an ab initio machine-learning model of water. Journal Article · Mon Aug 08 00:00:00 EDT 2022 · Proceedings of the ...

Data from "Homogeneous ice nucleation in an ab initio machine ...

... Homogeneous ice nucleation in an ab initio machine learning model" by Pablo M. Piaggi, Jack Weis, Athanassios Z. Panagiotopoulos, Pablo G ...

[PDF] Homogeneous ice nucleation in an ab initio machine-learning ...

44 Citations · The kinetics of the ice-water interface from ab initio machine learning simulations. · Driving and characterizing nucleation of urea and glycine ...

Homogeneous ice nucleation in an ab initio machine ... - NASA ADS

Recent progress enabled by machine learning has made these calculations tractable and thus greatly extended the field of application of molecular dynamics based ...

Homogeneous ice nucleation in an ab initio machine learning model ...

Request PDF | Homogeneous ice nucleation in an ab initio machine learning model of water | Molecular simulations are an important tool to ...

Homogeneous ice nucleation in an ab-initio machine learning ...

Home » Publications » Homogeneous ice nucleation in an ab-initio machine learning model of water. Publications. Homogeneous ice nucleation ...

(PDF) Homogeneous ice nucleation in an ab initio machine-learning ...

PDF | Molecular simulations have provided valuable insight into the microscopic mechanisms underlying homogeneous ice nucleation. While empirical models.

Homogeneous ice nucleation in an ab initio machine-learning ...

Molecular simulations have provided valuable insight into the microscopic mechanisms underlying homogeneous ice nucleation. While empirical models have been ...

Homogeneous ice nucleation in an ab initio machine ... - Altmetric

Homogeneous ice nucleation in an ab initio machine-learning model of water · Proceedings of the National Academy of Sciences of the United States of America, ...

Homogeneous ice nucleation in an ab initio machine-learning ...

Molecular simulations have provided valuable insight into the microscopic mechanisms underlying homogeneous ice nucleation. While empirical models have been ...

Homogeneous ice nucleation in an ab initio machine ... - Altmetric

Homogeneous ice nucleation in an ab initio machine-learning model of water. Overview of attention for article published in Proceedings of the National ...

Homogeneous ice nucleation in an ab initio machine learning model ...

Please use the email address used during your Faraday Discussion you attended. ... By accessing this site, you confirm that you have read and agree to our Terms ...

The kinetics of the ice–water interface from ab initio machine ...

... ice–water interface from ab initio machine learning ... R. Car. , “. Homogeneous ice nucleation in an ab initio machine-learning model of water. , ...

In simulation of how water freezes, artificial intelligence breaks the ice

More information: Homogeneous ice nucleation in an ab initio machine-learning model of water, Proceedings of the National Academy of Sciences ( ...

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Homogeneous ice nucleation in an ab initio machine learning model of water. Archive: https://github.com/PabloPiaggi/IceNucleationSeeding-SCAN-ML/archive/refs ...

Homogeneous ice nucleation rates for mW and TIP4P/ICE models ...

Furthermore, nucleation rates through an ab initio machine learning model of water by Piaggi et al.105 using Seeding simulations have been ...

Homogeneous Ice Nucleation at Moderate Supercooling from ...

The kinetics of the ice–water interface from ab initio machine learning simulations. The Journal of Chemical Physics 2023, 158 (20) https ...