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Published on: May 27, 2020
Positive semidefinite tensor factorizations of the two-electron integral matrix for low-scaling ab initio electronic
Erik P Hoy1, David A Mazziotti1
1Department of Chemistry and The James Franck Institute, The University of Chicago, Chicago, Illinois 60637, USA.
Researchers developed generalized positive semidefinite factorizations, extending Cholesky factorization. This method maintains accuracy and size extensivity for ab initio electronic structure calculations, approaching Hartree-Fock and density functional theory costs.
Area of Science:
- Quantum Chemistry
- Computational Chemistry
- Materials Science
Background:
- Tensor factorization of the 2-electron integral matrix reduces computational scaling in ab initio electronic structure methods.
- Cholesky factorization is the simplest positive semidefinite factorization for the 2-electron integral matrix.
Purpose of the Study:
- Introduce a generalized family of positive semidefinite factorizations.
- Evaluate the performance of these generalized factorizations in electronic structure calculations.
Main Methods:
- Implementation of generalized positive semidefinite factorizations within the parametric 2-RDM method.
- Application to inorganic molecules, alkane chains, and potential energy curves.
Main Results:
- The generalized factorization retains the accuracy and size extensivity of the Cholesky factorization.
- Performance is maintained even with multi-reference correlation present.
- The method shows potential for low-scaling ab initio electronic structure methods.
Conclusions:
- Generalized positive semidefinite factorizations offer a promising avenue for efficient electronic structure calculations.
- This approach can achieve computational costs comparable to Hartree-Fock and density functional theories.
- The method is suitable for treating electron correlation in complex systems.
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