Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2023
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2023
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2023
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

rMD17-aq dataset

Authors: Kalayan, Jas;

rMD17-aq dataset

Abstract

The rMD17-aq dataset: Citation: Jas Kalayan, Ismaeel Ramzan, Christopher D. WIlliams, Neil A. Burton and Richard A. Bryce "A neural network potential based on pairwise resolved atomic forces and energies", publication TBC Description: QM/MM aqueous simulations of the 10 molecules from the original MD17 dataset by Chmiela et al. (and revised dataset by Christensen et al.) were performed surrounded by 400 SPC/E water molecules. Each simulation was performed for 100~ps at 500K temperature and 1 atm pressure. The solute conformations sampled from the QM/MM simulations performed with CP2K are used to recalculate forces and energies of each conformation in Gaussian with a denser integral grid to effectively remove numerical noise. We also include an 11th molecule of a higher energy conformer of salicylic acid (directory name: salicylic_high_energy_conformer) in addition to the lower energy conformer sampled in the MD17 dataset. For each molecule (excluding all surrounding water molecules), this dataset contains the nuclear charges, coordinates (Angstrom), forces (kcal/mol/Ang), energies (kcal/mol/Ang) and partial atomic charges (atomic units) in space separated formats outputted from the numpy savetxt function. The data: The files in each molecule directory are: 'nuclear_charges.txt' : The nuclear charges for each atom in a molecule. 'coords.txt' : The Cartesian coordinates for each atom in a conformation (Angstrom units) 'energies.txt' : The total energy of each conformation (kcal/mol units) 'forces.txt' : The Cartesian forces for each atom in a conformation (kcal/mol/Angstrom units) 'charges.txt' : The partial ElectroStatic Potential (ESP) atomic charges (atomic units) 'molecules.prmtop' : The Amber formatted topology file containing the MM parameters for water molecules (solute MM parameters are not used) 'minimised.rst.pdb' : The initial coordinates of a minimised system used to perform QM/MM simulations in CP2K The input data: The input files to perform simulations and single point energy calculations are provided in the '_cp2k_gaussian_example_inputs' directory. These files are: 'cp2k-qmmm-example.inp' : input file for the QM/MM simulations performed with CP2K. The number of QM atom kinds are replaced with placeholders CCC, OOO, HHH, NNN for the number of carbon, oxygen, hydrogen and nitrogen atoms respectively in a solute molecule. The system dimensions placeholder XXYYZZ can be replaced with the BOX_DIMENSIONS in the molecules.prmtop file. 'def2-svp.1.cp2k' : the basis set used in QM/MM simulations 'gaussain_input.com': an example of a Gaussian input file for single point energy calculations for aspirin.

Keywords

small molecules, machine learning, forces, energies, chemistry

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    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).
    0
    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.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
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!
0
Average
Average
Average