Evaluation of Machine Learning Interatomic Potentials for Gold ...

We analyse the efficacy of machine learning (ML) interatomic potentials (IP) in modelling gold (Au) nanoparticles.

Evaluation of Machine Learning Interatomic Potentials for the ... - MDPI

We have investigated Machine Learning Interatomic Potentials in application to the properties of gold nanoparticles through the DeePMD package, ...

Evaluation of Machine Learning Interatomic Potentials for ... - PubMed

We have investigated Machine Learning Interatomic Potentials in application to the properties of gold nanoparticles through the DeePMD ...

(PDF) Evaluation of Machine Learning Interatomic Potentials for the ...

PDF | We have investigated Machine Learning Interatomic Potentials in application to the properties of gold nanoparticles through the DeePMD ...

[PDF] Evaluation of Machine Learning Interatomic Potentials for ...

Evaluation of Machine Learning Interatomic Potentials for Gold Nanoparticles—Transferability towards Bulk · Figures and Tables · Topics · 5 Citations · 23 ...

Evaluation of Machine Learning Interatomic Potentials for Gold ...

We analyse the efficacy of machine learning (ML) interatomic potentials (IP) in modelling gold (Au) nanoparticles. We have explored the transferability of ...

Evaluation of Machine Learning Interatomic Potentials for Gold ...

PDF | We analyse the efficacy of machine learning (ML) interatomic potentials (IP) in modelling gold (Au) nanoparticles. We have explored the.

Evaluation of Machine Learning Interatomic Potentials for the ...

Abstract: We have investigated Machine Learning Interatomic Potentials in application to the properties of gold nanoparticles through the DeePMD package, ...

Evaluation of Machine Learning Interatomic Potentials for the ... - OUCI

We have investigated Machine Learning Interatomic Potentials in application to the properties of gold nanoparticles through the DeePMD package, ...

Evaluation of Machine Learning Interatomic Potentials for the ...

Abstract: We have investigated Machine Learning Interatomic Potentials in application to the properties of gold nanoparticles through the DeePMD ...

A highly transferable and efficient machine learning interatomic ...

Each node used in the study was equipped with two Intel Xeon Gold 6150 ... Performance and cost assessment of machine learning interatomic potentials. J ...

Applications of machine‐learning interatomic potentials for modeling ...

This review aims to summarize the applications, particularly in ceramics and glass science, and fundamental theories of MLPs to facilitate future progress and ...

Machine-learning potentials for nanoscale simulations of tensile ...

... gold and silver. Sci. Rep. 8, 2424 (2018). Article PubMed ... Performance and cost assessment of machine learning interatomic potentials.

Machine-learning interatomic potentials for materials science

We review the current status of the interatomic potential field, comparing the strengths and weaknesses of the traditional and ML potentials. A ...

Performance and Cost Assessment of Machine Learning Interatomic ...

Machine learning of the quantitative relationship between local environment descriptors and the potential energy surface of a system of ...

Machine-learning interatomic potentials for materials science

We review the current status of the interatomic potential field, comparing the strengths and weaknesses of the tra- ditional and ML potentials. A third class of ...

Daniel Schwalbe Koda: Machine learning for interatomic potentials

This video was recorded as part of the 4th IKZ - FAIRmat winter school, a hybrid event, online and on-site in Berlin, January 23 -25, 2023.

Interatomic Potentials Transferability for Molecular Simulations

Evaluation of interatomic potentials for three popular metals in nanoscience and technology, platinum gold and silver, on elastic properties is ...

Machine Learning a General-Purpose Interatomic Potential for Silicon

] and widely applied in numerical analysis and machine learning [65] ... Cai, Improved Modified Embedded-Atom Method Potentials for Gold and ...

Interatomic Potentials and Force Fields - OpenKIM

Watanabe, and R. K. Morizawa, “Evaluation of Machine Learning Interatomic Potentials for the Properties of Gold Nanoparticles,” Nanomaterials. 2022. link ...