Theoretische Chemie, Ruhr-Universität Bochum, Germany, www.theochem.ruhr-uni-bochum.de
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A Neural Network Potential for Carbon

Lehrstuhl für Theoretische Chemie, Ruhr-Universität Bochum

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structures RMSE (eV/atom)
Training Set 54000 4.0
Test Set 6000 4.9


cubic diamond hexagonal graphite
DFT NN Exp. DFT NN Exp.
a (Ang) 3.570 3.569 3.567 2.467 2.467 2.461
c (Ang) --- --- --- 6.815 6.688 6.705



Comparison of the Neural Network and DFT energy vs. volume curves for carbon in the diamond and the graphite structure.



Comparison of the Neural Network and DFT energies for several graphite-like structures extracted from a MD simulation at 2000 K.



Related publications:
R.Z. Khaliullin, H.Eshet, T.D. Kühne, J. Behler, and M. Parrinello, Phys. Rev. B 81, 100103 (2010).


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