TY - JOUR
T1 - Bond Energy Density Analysis Combined with Informatics Technique
AU - Nakai, Hiromi
AU - Seino, Junji
AU - Nakamura, Kairi
N1 - Funding Information:
This paper is dedicated to Professor Leo Radom on the occasion of his 75th birthday. Some of the present calculations were performed at the Research Center for Computational Science (RCCS), Okazaki Research Facilities, and National Institutes of Natural Sciences (NINS). Author J.S. is grateful for the PRESTO program, “Advanced Materials Informatics through Comprehensive Integration among Theoretical, Experimental, Computational, and Data-Centric Sciences”, sponsored by the Japan Science and Technology Agency (JST).
Publisher Copyright:
© 2019 American Chemical Society.
PY - 2019/9/12
Y1 - 2019/9/12
N2 - Bond energy density analysis, a two-body energy decomposition scheme, was extended by revisiting the constraint conditions and using the informatics technique. The present scheme can evaluate the bond energies (BEs) for all interatomic pairs including both strong chemical bonds and weak through-space/bond interactions, and bond dissociation energies (BDEs) constructed from BEs. The newly derived formula, presented in the form of the system of linear equations, tends to result in the overfitting problem owing to the small components originating from the weak through-space/bond interactions. Hence, we adopt the least absolute shrinkage and selection operator technique. Numerical assessments of the present scheme were performed for C-C and C-H bonds in typical hydrocarbons as well as 44 chemical bonds, i.e., covalent and ionic bonds, in 33 small molecules involving second- and third-row atoms. The statistics for the BDE estimation confirms the accuracy of the present scheme.
AB - Bond energy density analysis, a two-body energy decomposition scheme, was extended by revisiting the constraint conditions and using the informatics technique. The present scheme can evaluate the bond energies (BEs) for all interatomic pairs including both strong chemical bonds and weak through-space/bond interactions, and bond dissociation energies (BDEs) constructed from BEs. The newly derived formula, presented in the form of the system of linear equations, tends to result in the overfitting problem owing to the small components originating from the weak through-space/bond interactions. Hence, we adopt the least absolute shrinkage and selection operator technique. Numerical assessments of the present scheme were performed for C-C and C-H bonds in typical hydrocarbons as well as 44 chemical bonds, i.e., covalent and ionic bonds, in 33 small molecules involving second- and third-row atoms. The statistics for the BDE estimation confirms the accuracy of the present scheme.
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U2 - 10.1021/acs.jpca.9b04030
DO - 10.1021/acs.jpca.9b04030
M3 - Article
C2 - 31424211
AN - SCOPUS:85072133138
SN - 1089-5639
VL - 123
SP - 7777
EP - 7784
JO - Journal of Physical Chemistry A
JF - Journal of Physical Chemistry A
IS - 36
ER -