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Two excited-state datasets for quantum chemical UV-vis spectra of organic molecules

Journal Article · · Scientific Data

Abstract

We present two open-source datasets that provide time-dependent density-functional tight-binding (TD-DFTB) electronic excitation spectra of organic molecules. These datasets represent predictions of UV-vis absorption spectra performed on optimized geometries of the molecules in their electronic ground state. The GDB-9-Ex dataset contains a subset of 96,766 organic molecules from the original open-source GDB-9 dataset. The ORNL_AISD-Ex dataset consists of 10,502,904 organic molecules that contain between 5 and 71 non-hydrogen atoms. The data reveals the close correlation between the magnitude of the gaps between the highest occupied molecular orbital (HOMO) and the lowest unoccupied molecular orbital (LUMO), and the excitation energy of the lowest singlet excited state energies quantitatively. The chemical variability of the large number of molecules was examined with a topological fingerprint estimation based on extended-connectivity fingerprints (ECFPs) followed by uniform manifold approximation and projection (UMAP) for dimension reduction. Both datasets were generated using the DFTB+ software on the “Andes” cluster of the Oak Ridge Leadership Computing Facility (OLCF).

Sponsoring Organization:
USDOE
Grant/Contract Number:
NONE; AC05-00OR22725
OSTI ID:
1996051
Alternate ID(s):
OSTI ID: 1996692
Journal Information:
Scientific Data, Journal Name: Scientific Data Journal Issue: 1 Vol. 10; ISSN 2052-4463
Publisher:
Nature Publishing GroupCopyright Statement
Country of Publication:
United Kingdom
Language:
English

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Density functional tight binding
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GDB-9-Ex: Quantum chemical prediction of UV/Vis absorption spectra for GDB-9 molecules
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dataset January 2022
ORNL_AISD-Ex: Quantum chemical prediction of UV/Vis absorption spectra for over 10 million organic molecules
  • Lupo Pasini, Massimiliano; Mehta, Kshitij; Yoo, Pilsun
  • Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States) https://doi.org/10.13139/OLCF/1907919
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Supplementary Material for GDB-9-Ex
  • Yoo, Pilsun; Lupo Pasini, Massimiliano; Mehta, Kshitij
  • Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States) https://doi.org/10.13139/OLCF/1985521
dataset January 2023
Supplementary Material for ORNL_AISD-Ex
  • Yoo, Pilsun; Lupo Pasini, Massimiliano; Mehta, Kshitij
  • Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States) https://doi.org/10.13139/OLCF/1985737
dataset January 2023
Aisd Homo-Lumo
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  • Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States) https://doi.org/10.13139/ORNLNCCS/1869409
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UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction preprint January 2018

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