MLElectrolytes

Electrolyte DFT data from computational screening.

Project: Screen Ether Molecules for Solvate Ionic Liquid Applications

Example optimized cluster geometry

Our publication:

@article{Wang2020,
author = {Wang, Wujie and Yang, Tzuhsiung and Harris, William Hunt and Gomez-Bombarelli, Rafael and G{\'{o}}mez-Bombarelli, Rafael},
file = {::},
issn = {1359-7345},
journal = {Chemical Communications},
mendeley-groups = {wwj/paper-superglyme},
month = {aug},
number = {63},
pages = {8920},
title = {{Active learning and neural network potentials accelerate molecular screening of ether-based solvate ionic liquids}},
url = {https://pubs.rsc.org/en/content/articlehtml/2020/cc/d0cc03512b https://pubs.rsc.org/en/content/articlelanding/2020/cc/d0cc03512b http://pubs.rsc.org/en/Content/ArticleLanding/2020/CC/D0CC03512B},
volume = {56},
year = {2020}
}

dataset description:

data/cluster.csv: DFT data for ether-ion interactions calculated at wB97X-D3/def2-TZVP and BP86-D3/def2-SVP level of theory

Column Name Description
smiles SMILES string
abbr molecule abbreviation based on the size of carbon spacers
O_count number of oxygens
C:O ratio between carbon atoms and oxygen atoms
wbx_li_ebind Ether Lithium ion Binding Energy(wB97X-D3/def2-TZVP) E_bind = E_complex - E_ion - E_molecule
bp86_li_ebind Ether Lithium ion Binding Energy(BP86-D3/def2-SVP) E_bind = E_complex - E_ion - E_molecule
wbx_na_ebind Ether Sodium ion Binding Energy(wB97X-D3/def2-TZVP) E_bind = E_complex - E_ion - E_molecule
bp86_na_ebind Ether Sodium ion Binding Energy(BP86-D3/def2-SVP) E_bind = E_complex - E_ion - E_molecule
wbx_mg_ebind Ether Magnesium ion Binding Energy(wB97X-D3/def2-TZVP) E_bind = E_complex - E_ion - E_molecule
bp86_mg_ebind Ether Magnesium ion Binding Energy(BP86-D3/def2-SVP) E_bind = E_complex - E_ion - E_molecule
wbx_mol_homo Ether HOMO(wB97X-D3/def2-TZVP)
bp86_mol_homo Ether HOMO(BP86-D3/def2-SVP)
wbx_li_homo Ether Lithium ion HOMO (wB97X-D3/def2-TZVP)
bp86_li_homo Ether Lithium ion HOMO (BP86-D3/def2-SVP)
wbx_na_homo Ether Sodium ion HOMO (wB97X-D3/def2-TZVP)
bp86_na_homo Ether Sodium ion HOMO (BP86-D3/def2-SVP)
wbx_mg_homo Ether Magnesium ion HOMO (wB97X-D3/def2-TZVP)
bp86_mg_homo Ether Magnesium ion HOMO (BP86-D3/def2-SVP)

/geoms/ether_ion.pkl: Optimized geometry with binding energy (wB97X-D3/def2-TZVP)