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Data · dataset · 2023

Data for: Performance of two complementary machine-learned potentials in modelling chemically complex systems

Listed in DaRUS

Data for the publication "Performance of two complementary machine-learned potentials in modelling chemically complex systems", npj.

Description

Comp. Mat.

This data set contains the datasets of structures in cfg and npz formats INCAR file which was used for VASP calculations python script for reading npz format These are essentially the 2-, 3-, and 4-component configurations (converted from OUTCARs) used to train families of machine-learning potentials. Data contains both 0K and finite-T structures of Ta-V-Cr-W subsystems, approx. 6000 configurations in total. The "in-distribution" data has 10 splits onto training/testing parts (in 80%/20% proportion), for the cross-validation tests.

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The "out-of-distribution" data is not split, it is used only for testing the accuracy.

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Where it is published

Catalogue records · 1

Topics

Stated by source
Chemistry · Physics
Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
DaRUSdoi:10.18419/DARUS-351613 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:group:4611mapping · darus uni stuttgart devocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].dataverse_subject:chemistrysource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].dataverse_subject:physicssource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:chemistrymapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:computer-science-aimapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:physicsmapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[method].local:method:dftmapping · darus uni stuttgart devocabulary-mapper@1.0.0keywords['Density Functional Theory']
created_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
descriptionsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/description
publication_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
titlesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/name
updated_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
version_labelsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0