Fast Generation of Pipek-Mezey Wannier Functions via the Co-Iterative Augmented Hessian Method

Fuente: arXiv
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Autores principales: Yang, Gengzhi, Ye, Hong-Zhou
Formato: Preprint
Publicado: 2026
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author Yang, Gengzhi
Ye, Hong-Zhou
author_facet Yang, Gengzhi
Ye, Hong-Zhou
contents We report a $k$-point extension of the second-order co-iterative augmented Hessian (CIAH) algorithm, termed $k$-CIAH, for Pipek-Mezey (PM) localization of Wannier functions (WFs). By exploiting an efficient evaluation of the Hessian-vector product, $k$-CIAH achieves $O(N_k^2 n^3)$ scaling in both CPU time and memory, matching that of previously reported first-order $k$-space approaches while improving upon the $O(N_k^3 n^3)$ scaling of $Γ$-point CIAH, where $N_k$ denotes the number of $k$-points sampling the first Brillouin zone and $n$ characterizes the unit-cell size. Benchmark calculations on a diverse set of solids -- including insulators, semiconductors, metals, and surfaces -- demonstrate the fast and robust convergence of $k$-CIAH-based PMWF optimization, which yields an overall computational efficiency approximately 2-3--fold higher than first-order $k$-space methods and orders of magnitude higher than $Γ$-point CIAH for localizing 1000-5000 orbitals. The quality of the resulting PMWFs is further validated by accurate electronic band structures obtained via PMWF-based Wannier interpolation.
format Preprint
id arxiv_https___arxiv_org_abs_2602_12382
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Fast Generation of Pipek-Mezey Wannier Functions via the Co-Iterative Augmented Hessian Method
Yang, Gengzhi
Ye, Hong-Zhou
Chemical Physics
Materials Science
We report a $k$-point extension of the second-order co-iterative augmented Hessian (CIAH) algorithm, termed $k$-CIAH, for Pipek-Mezey (PM) localization of Wannier functions (WFs). By exploiting an efficient evaluation of the Hessian-vector product, $k$-CIAH achieves $O(N_k^2 n^3)$ scaling in both CPU time and memory, matching that of previously reported first-order $k$-space approaches while improving upon the $O(N_k^3 n^3)$ scaling of $Γ$-point CIAH, where $N_k$ denotes the number of $k$-points sampling the first Brillouin zone and $n$ characterizes the unit-cell size. Benchmark calculations on a diverse set of solids -- including insulators, semiconductors, metals, and surfaces -- demonstrate the fast and robust convergence of $k$-CIAH-based PMWF optimization, which yields an overall computational efficiency approximately 2-3--fold higher than first-order $k$-space methods and orders of magnitude higher than $Γ$-point CIAH for localizing 1000-5000 orbitals. The quality of the resulting PMWFs is further validated by accurate electronic band structures obtained via PMWF-based Wannier interpolation.
title Fast Generation of Pipek-Mezey Wannier Functions via the Co-Iterative Augmented Hessian Method
topic Chemical Physics
Materials Science
url https://arxiv.org/abs/2602.12382