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ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Data for: Accelerating and enhancing thermodynamic simulations of electrochemical interfaces

Authors: Du, Xiaochen;

Data for: Accelerating and enhancing thermodynamic simulations of electrochemical interfaces

Abstract

This is the dataset for the publication "Accelerating and enhancing thermodynamic simulations of electrochemical interfaces", by X. Du, M. Liu, J. Peng, H. Chun, A. Hoffman, B. Yildiz, L. Li, M.Z. Bazant, and R. Gómez-Bombarelli. The repository contains the density-functional theory (DFT) data used to fine-tune the pre-trained neural network force fields (NFF), selected results from our Pt(111) and LaMnO3(001) Virtual Surface Site Relaxation-Monte Carlo (VSSR-MC) runs, and Jupyter notebooks used for Pourbaix analysis and plotting. To run the Jupyter notebooks and the commands below, you will need to install surface-sampling (tested up to commit 3c0c547 on pourbaix) and NeuralForceField (tested up to commit 2573e68 on vssr_pourbaix) from the Rafael Gómez-Bombarelli Group @ MIT, as well as our forked version of pymatgen (tested up to commit 5f1a155 on master).

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    popularity
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average