Related Experiment Video
Updated: Sep 8, 2025

Computation of Atmospheric Concentrations of Molecular Clusters from ab initio Thermochemistry
Published on: April 8, 2020
Quantum chemical properties of chlorinated polycyclic aromatic hydrocarbons for delta machine learning
Dmitry Frolov1, Ilya Ibraev1, Igor Sedov2,3
1Sirius University of Science and Technology, 1 Olympic Ave, 354340, Sirius, Russia.
Abstract:
Promising Δ-machine learning approaches aim to correct the values of molecular properties calculated using computationally inexpensive approaches to the accuracy of precise methods. Training such models requires data obtained at different levels of quantum chemical theory. While several large and chemically diverse datasets have been published, studies in many areas require specialized datasets for structurally related molecules. Chlorinated polycyclic aromatic hydrocarbons (Cl-PAHs), the products of incomplete combustion of organic substances and materials, are hazardous pollutants with carcinogenic and mutagenic activity. Quantum chemistry methods are important to understand their formation mechanisms and properties. We describe a dataset, PACHQA, containing geometries, physical properties, wavefunctions, and electron densities for 3551 molecules including 3417 Cl-PAHs with up to 6 rings and different number of chlorine atoms, and 134 parent hydrocarbons. Most of them were not included in any published quantum chemical datasets. The calculations were performed at three different levels of theory. The dataset may be useful to develop and validate computational, machine learning, or experimental approaches, and study the structure-property relationships for Cl-PAHs.
Related Concept Videos
Inductive Effects on Chemical Shift: Overview
Radicals: Electronic Structure and Geometry
Accordingly, the structure of a trivalent radical lies between the geometries of carbocations and carbanions. An sp2-hybridized carbocation is trigonal planar, while an sp3-hybridized carbanion is trigonal pyramidal. Here, the difference in geometry is...
π Electron Effects on Chemical Shift: Aromatic and Antiaromatic Compounds
Aromatic Hydrocarbon Anions: Structural Overview
Due to the absence of continuous...
Aromatic Hydrocarbon Cations: Structural Overview
Removing one hydrogen from the intervening CH2 group...
2D NMR: Heteronuclear Single-Quantum Correlation Spectroscopy (HSQC)

