Replication Data for: Generating Minimal Training Sets for Machine Learned Potentials (doi:10.18419/darus-4099)

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Part 2: Study Description
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Document Description

Citation

Title:

Replication Data for: Generating Minimal Training Sets for Machine Learned Potentials

Identification Number:

doi:10.18419/darus-4099

Distributor:

DaRUS

Date of Distribution:

2024-04-11

Version:

1

Bibliographic Citation:

Finkbeiner, Jan; Tovey, Samuel; Holm, Christian, 2024, "Replication Data for: Generating Minimal Training Sets for Machine Learned Potentials", https://doi.org/10.18419/darus-4099, DaRUS, V1

Study Description

Citation

Title:

Replication Data for: Generating Minimal Training Sets for Machine Learned Potentials

Identification Number:

doi:10.18419/darus-4099

Authoring Entity:

Finkbeiner, Jan (Forschungszentrum Juelich GmbH)

Tovey, Samuel (University of Stuttgart)

Holm, Christian (University of Stuttgart)

Grant Number:

EXC 2075 - 390740016

Grant Number:

SPP 2363 - 460865652

Grant Number:

497249646

Distributor:

DaRUS

Access Authority:

Holm, Christian

Depositor:

Tovey, Samuel

Date of Deposit:

2024-03-15

Holdings Information:

https://doi.org/10.18419/darus-4099

Study Scope

Keywords:

Physics, Molecular Dynamics

Abstract:

Data and scripts for replicating results and the investigation presented in the paper. This includes the dft parameters for generating training data, all training and data selection scripts for the neural networks, scripts for running and analysing the production simulations with the trained potentials.

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

Jan Finkbeiner, Samuel Tovey, Christian Holm: Generating Minimal Training Sets for Machine Learned Potentials (2023)

Identification Number:

2309.03840

Bibliographic Citation:

Jan Finkbeiner, Samuel Tovey, Christian Holm: Generating Minimal Training Sets for Machine Learned Potentials (2023)

Other Study-Related Materials

Label:

generating_minimal_training_sets_for_machine_learned_potentials.tar.gz

Text:

Data for reproducing paper results.

Notes:

application/gzip