Sample MD trajectory

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Dataset information

Country of origin
Updated
2024.01.14 00:00
Created
2023.12.12
Available languages
English
Keywords
Quality scoring

Dataset description

MD trajectory used for training graph convolutional neural networks as coarse grained force fields as described in the following publications: E. Ricci, G. Giannakopoulos, V. Karkaletsis, D. N. Theodorou, N. Vergadou. 2022. "Developing Machine-Learned Potentials for Coarse-Grained Molecular Simulations: Challenges and Pitfalls". In Proceedings of 12th Conference on Artificial Intelligence (SETN). ACM, New York, NY, USA, 7 pages. https://doi.org/10.1145/3549737.3549793. Open access https://zenodo.org/record/7078577 Gerakinis, D.-P., Ricci, E., Giannakopoulos, G., Karkaletsis, V., Theodorou, D. N., & Vergadou, N. (2024). Machine Learning-Based Coarse Grained Interaction Potentials for Molecular Systems. Zenodo. https://doi.org/10.5281/zenodo.10501037 The compressed archive contains input and output files for a NVT molecular dynamics simulation of a system containing 500 molecules of liquid benzene at 300 K, performed using LAMMPS. The reference code used to train the model, with detailed usage instructions, is available at: https://github.com/ml-multimem/schnetpack-for-bulk-systems
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