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.
Go to data source
https://doi.org/10.5281/zenodo.15197547
Citation and access
Citation and access
Data access level:
Creator/Principal investigator(s):
- Hainer, Tobias - Chalmers University of Technology
- Dutta, Sangita - Chalmers University of Technology
Research principal:
Citation:
Administrative information
Administrative information
Identifiers
Identifiers
oai:
oai:zenodo.org:15197547
Funding
Funding
Funding agency:
- European Commission
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ROR
Award number:
101162195
Award title:
Harnessing Localized Charges for Advancing Polar Materials Engineering
Funding agency:
- Swedish Research Council
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ROR
Award number:
2019-03993
Funding agency:
- Swedish Research Council
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ROR
Award number:
2020-04935
Funding agency:
- Swedish Research Council
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ROR
Award number:
2021-05072
Funding agency:
- Knut and Alice Wallenberg Foundation
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ROR
Award number:
2023.0032
Funding agency:
- Knut and Alice Wallenberg Foundation
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ROR
Award number:
2024.0042
Funding agency:
- Swedish Foundation for Strategic Research
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ROR
Award number:
FFL21-0129
Funding agency:
- Swedish Research Council
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ROR
Award number:
2022-06725
Topic and keywords
Topic and keywords
Swedish Standard Classification of Research Subjects 2025:
Relations
Relations
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Is version of:
Metadata
Metadata
