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README.md

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# CaCO3-SCAN-ML
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# Ab initio machine learning simulation of calcium carbonate from aqueous solutions to the solid state
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### Authors: Pablo M. Piaggi, Julian D. Gale, and Paolo Raiteri
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Analysis and input files to reproduce simulations of manuscript "Ab initio machine learning simulation of calcium carbonate from aqueous solutions to the solid state" by Piaggi, Gale, and Raiteri
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#### Description of folder contents:
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* ```molecular-dynamics```: Input and output files of molecular dynamics simulations
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* ```notebooks```: Jupyter notebooks with analysis
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* ```training-process```: Training scripts for the DeePMD-kit
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* ```training-set```: Training set in format suitable for the DeePMD-kit
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#### Software needed to reproduce the simulations:
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Simulations were performed using the following codes:
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* LAMMPS (23 Jun 2022)
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* DeePMD-kit v2.1.3
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* PLUMED 2.8.0
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Jupyter notebooks require the following packages:
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* Python 3.10.4 (main, Mar 31 2022, 08:41:55) [GCC 7.5.0]
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* Matplotlib 3.5.3
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* Numpy 1.22.4
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* Scipy 1.7.3
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* Ase 3.23.0b1
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Please e-mail me if you have trouble reproducing the results.

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