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System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations

[Image: see text] For fast density functional calculations, a suitable basis that can accurately represent the orbitals within a reasonable number of dimensions is essential. Here, we propose a new type of basis constructed from Tucker decomposition of a finite-difference (FD) Hamiltonian matrix, wh...

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Autores principales: Woo, Jeheon, Kim, Woo Youn, Choi, Sunghwan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9098162/
https://www.ncbi.nlm.nih.gov/pubmed/35437014
http://dx.doi.org/10.1021/acs.jctc.1c01263
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author Woo, Jeheon
Kim, Woo Youn
Choi, Sunghwan
author_facet Woo, Jeheon
Kim, Woo Youn
Choi, Sunghwan
author_sort Woo, Jeheon
collection PubMed
description [Image: see text] For fast density functional calculations, a suitable basis that can accurately represent the orbitals within a reasonable number of dimensions is essential. Here, we propose a new type of basis constructed from Tucker decomposition of a finite-difference (FD) Hamiltonian matrix, which is intended to reflect the system information implied in the Hamiltonian matrix and satisfies orthonormality and separability conditions. By introducing the system-specific separable basis, the computation time for FD density functional calculations for seven two- and three-dimensional periodic systems was reduced by a factor of 2–71 times, while the errors in both the atomization energy per atom and the band gap were limited to less than 0.1 eV. The accuracy and speed of the density functional calculations with the proposed basis can be systematically controlled by adjusting the rank size of Tucker decomposition.
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spelling pubmed-90981622022-05-13 System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations Woo, Jeheon Kim, Woo Youn Choi, Sunghwan J Chem Theory Comput [Image: see text] For fast density functional calculations, a suitable basis that can accurately represent the orbitals within a reasonable number of dimensions is essential. Here, we propose a new type of basis constructed from Tucker decomposition of a finite-difference (FD) Hamiltonian matrix, which is intended to reflect the system information implied in the Hamiltonian matrix and satisfies orthonormality and separability conditions. By introducing the system-specific separable basis, the computation time for FD density functional calculations for seven two- and three-dimensional periodic systems was reduced by a factor of 2–71 times, while the errors in both the atomization energy per atom and the band gap were limited to less than 0.1 eV. The accuracy and speed of the density functional calculations with the proposed basis can be systematically controlled by adjusting the rank size of Tucker decomposition. American Chemical Society 2022-04-18 2022-05-10 /pmc/articles/PMC9098162/ /pubmed/35437014 http://dx.doi.org/10.1021/acs.jctc.1c01263 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Woo, Jeheon
Kim, Woo Youn
Choi, Sunghwan
System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations
title System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations
title_full System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations
title_fullStr System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations
title_full_unstemmed System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations
title_short System-Specific Separable Basis Based on Tucker Decomposition: Application to Density Functional Calculations
title_sort system-specific separable basis based on tucker decomposition: application to density functional calculations
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9098162/
https://www.ncbi.nlm.nih.gov/pubmed/35437014
http://dx.doi.org/10.1021/acs.jctc.1c01263
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