Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 Jan 23;20(2):721-727.
doi: 10.1021/acs.jctc.3c01073. Epub 2023 Dec 29.

All-Purpose Measure of Electron Correlation for Multireference Diagnostics

Affiliations

All-Purpose Measure of Electron Correlation for Multireference Diagnostics

Xiang Xu et al. J Chem Theory Comput. .

Abstract

We present an analytical relationship between two natural orbital occupancy-based indices, IND¯ and INDmax, and two established electron correlation metrics: the leading term of a configuration interaction expansion, c0, and the D2 diagnostic. Numerical validation revealed that IND¯ and INDmax can effectively substitute for c0 and D2, respectively. These indices offer three distinct advantages: (i) they are universally applicable across all electronic structure methods, (ii) their interpretation is more intuitive, and (iii) they can be readily incorporated into the development of hybrid electronic structure methods. Additionally, we draw a distinction between correlation measures and correlation diagnostics, establishing MP2 and CCSD numerical thresholds for INDmax, which are to be used as a multireference diagnostic. Our findings further demonstrate that establishing thresholds for other electronic structure methods can be easily accomplished using small data sets.

PubMed Disclaimer

Conflict of interest statement

The authors declare no competing financial interest.

Figures

Figure 1
Figure 1
Relationship between 4(1-c02)/N and formula image for (left) Set A, including various diatomic molecules at equilibrium and 50% larger interatomic distances at the CISD level, and (right) Set B containing several 18-electron systems studied at the selected CI (SCI) level.
Figure 2
Figure 2
INDmax and formula image against D2 for the molecules in Set C (left) and INDmax against D2 for the molecules in Set D (right). All calculations were performed at the MP2 level.
Figure 3
Figure 3
Relationship between D2 and INDmax for Set A (left) and Set E (right) at the CCSD level.

References

    1. Schütt K. T.; Gastegger M.; Tkatchenko A.; Müller K. R.; Maurer R. J. Unifying machine learning and quantum chemistry with a deep neural network for molecular wavefunctions. Nat. Commun. 2019, 10, 5024.10.1038/s41467-019-12875-2. - DOI - PMC - PubMed
    1. Dral P. O. Quantum chemistry in the age of machine learning. J. Phys. Chem. Lett. 2020, 11, 2336–2347. 10.1021/acs.jpclett.9b03664. - DOI - PubMed
    1. Bogojeski M.; Vogt-Maranto L.; Tuckerman M. E.; Müller K. R.; Burke K. Quantum chemical accuracy from density functional approximations via machine learning. Nat. Commun. 2020, 11, 5223.10.1038/s41467-020-19093-1. - DOI - PMC - PubMed
    1. Fogueri U. R.; Kozuch S.; Karton A.; Martin J. M. L. A simple DFT-based diagnostic for nondynamical correlation. Theor. Chem. Acc. 2013, 132, 1291.10.1007/s00214-012-1291-y. - DOI
    1. Duan C.; Liu F.; Nandy A.; Kulik H. J. Semi-supervised machine learning enables the robust detection of multireference character at low cost. J. Phys. Chem. Lett. 2020, 11, 6640–6648. 10.1021/acs.jpclett.0c02018. - DOI - PubMed

LinkOut - more resources