Related Experiment Video
Updated: Dec 25, 2025

From Molecules to Materials: Engineering New Ionic Liquid Crystals Through Halogen Bonding
Published on: March 24, 2018
QTAIM Atomic Charge and Polarization Parameters and Their Machine-Learning Transference among Boron-Halide Molecules
Leonardo J Duarte1, Roy E Bruns1
1Instituto de Química, Universidade Estadual de Campinas, CP 6154, Campinas, São Paulo 13083-970, Brazil.
Molecular vibrations in boron trihalides exhibit surprisingly low out-of-plane infrared intensities due to charge displacement and polarization cancellation. A machine-learning approach accurately estimates these intensities, aiding electronic structure studies.
Area of Science:
- * Quantum Chemistry
- * Molecular Spectroscopy
- * Computational Chemistry
Background:
- * Atomic charges are invariant to out-of-plane distortions, making molecular vibrations valuable for electronic structure studies.
- * Boron trihalides (BX3) possess highly polar bonds but exhibit unexpectedly weak out-of-plane bending intensities.
- * Existing atomic charge models do not fully explain these low intensities.
Purpose of the Study:
- * To investigate the out-of-plane infrared intensities of boron trihalides (BX3, where X = H, F, Cl, Br).
- * To understand the interplay between atomic charges, charge transfer, and dipolar polarization in determining these intensities.
- * To develop a reliable method for estimating these intensities using machine learning.
Main Methods:
- * Quantum theory of atoms in molecules (QTAIM) was used to calculate atomic charges and dipoles.
- * The charge, charge transfer, dipolar polarization model was applied at the QCISD/aug-cc-pVTZ quantum level.
- * A machine-learning decision-tree algorithm was employed for parameter transference and intensity estimation.
Main Results:
- * Calculated infrared intensities for boron trihalides range from 0.6 to 106.1 km mol-1.
- * Dipole moments from charge displacement are nearly canceled by electronic density polarization, explaining low intensities.
- * The hydride (BH3) intensity is significantly higher than that of trichloride (BCl3), despite BCl3 having a more negative Cl charge.
- * Machine learning provided intensity estimates with a root-mean-square error of 2.1 km mol-1.
Conclusions:
- * The cancellation of dipole moments by polarization is the primary reason for low out-of-plane intensities in boron trihalides.
- * Direct transference of atomic charge and dipole parameters between different boron trihalides is unreliable.
- * Machine learning offers a robust method for accurate intensity estimation in these systems.
More Related Videos
08:54Vibrational Spectra of a N719-Chromophore/Titania Interface from Empirical-Potential Molecular-Dynamics Simulation, Solvated by a Room Temperature Ionic Liquid
Published on: January 25, 2020
08:49Author Spotlight: Unveiling the Potential of VSFG Microscopy in Studying Mesoscopically Heterogeneous Self-Assembled Structures
Published on: December 1, 2023
Related Concept Videos
Bond Polarity, Dipole Moment, and Percent Ionic Character
Molecular Shape and Polarity
Potential Due to a Polarized Object
Molecular Geometry and Dipole Moments
Hybridization of Atomic Orbitals I
VSEPR Theory and the Basic Shapes