Models and data supporting the paper "A Morphotropic Phase Boundary in MA(1-x)FA(x)PbI3: Linking Structure, Dynamics, and Electronic Properties"
https://doi.org/10.5281/zenodo.15197547
This record contains a database of atomic structures for the MA(1-x)FA(x)PbI3 system with reference data from density functional theory calculations (reference-structures.db) that was used for training the machine-learned interatomic potential model described and used in the associated publication. The database is in SQL format and is accessible via the database module of the atomic simulation environment.
The record furthermore contains the neuroevolution potential model (nep.txt) that was used for the production runs in the associated publication along with five models (nep-split*.txt) that were trained on different (random 90-10) splits of the reference data. The latter can be used as an ensemble model to assess the uncertainty of predictions.
Finally, there is a short Python script (demo.py) that demonstrates how the database can be accessed and the model used. This script has been tested on Python 3.12.3 using ase version 3.23.1b1 and calorine version 3.0.
Gå till källa för data
https://doi.org/10.5281/zenodo.15197547
Citering och åtkomst
Citering och åtkomst
Tillgänglighetsnivå:
Skapare/primärforskare:
- Hainer, Tobias - Chalmers University of Technology
- Dutta, Sangita - Chalmers University of Technology
Forskningshuvudman:
Citering:
Administrativ information
Administrativ information
Identifierare
Identifierare
oai:
oai:zenodo.org:15197547
Finansiering
Finansiering
Finansiär:
- European Commission
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
101162195
Projektnamn på ansökan:
Harnessing Localized Charges for Advancing Polar Materials Engineering
Finansiär:
- Swedish Research Council
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
2019-03993
Finansiär:
- Swedish Research Council
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
2020-04935
Finansiär:
- Swedish Research Council
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
2021-05072
Finansiär:
- Knut and Alice Wallenberg Foundation
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
2023.0032
Finansiär:
- Knut and Alice Wallenberg Foundation
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
2024.0042
Finansiär:
- Swedish Foundation for Strategic Research
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
FFL21-0129
Finansiär:
- Swedish Research Council
Öppnar nytt fönster hos ror.org.
ROR
Referensnummer:
2022-06725
Ämnesområde och nyckelord
Ämnesområde och nyckelord
Standard för svensk indelning av forskningsämnen 2025:
Nyckelord:
- Machine learned interatomic potential
- Molecular Dynamics Simulation
- Halide perovskites
- Density Functional Theory
- Atomic scale simulation
- Morphotropic phase boundary
Relationer
Relationer
Är ett komplement till:
Är version av:
Metadata
Metadata
