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The LAPW Method with Eigendecomposition Based on the Hari-Zimmermann Generalized Hyperbolic SVD (CROSBI ID 283312)

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Singer, Sanja ; Di Napoli, Edoardo ; Novaković, Vedran ; Čaklović, Gayatri The LAPW Method with Eigendecomposition Based on the Hari-Zimmermann Generalized Hyperbolic SVD // SIAM journal on scientific computing, 42 (2020), 5; C265-C293. doi: 10.1137/19M1277813

Podaci o odgovornosti

Singer, Sanja ; Di Napoli, Edoardo ; Novaković, Vedran ; Čaklović, Gayatri

engleski

The LAPW Method with Eigendecomposition Based on the Hari-Zimmermann Generalized Hyperbolic SVD

In this paper we propose an accurate, highly parallel algorithm for the generalized eigendecomposition of a matrix pair $(H, S)$, given in a factored form $(F^* J F, G^* G)$. Matrices $H$ and $S$ are generally complex and Hermitian, and $S$ is positive definite. This type of matrix emerges from the representation of the Hamiltonian of a quantum mechanical system in terms of an overcomplete set of basis functions. This expansion is part of a class of models within the broad field of density functional theory, which is considered the gold standard in condensed matter physics. The overall algorithm consists of four phases, the second and fourth being optional, where the two last phases are a computation of the generalized hyperbolic singular value decomposition (SVD) of a complex matrix pair $(F, G)$, according to a given matrix $J$ defining the hyperbolic scalar product. If $J = I$, then these two phases compute the generalized SVD (GSVD) in parallel very accurately and efficiently.

LAPW method ; generalized eigendecomposition ; generalized (hyperbolic) singular value decomposition ; hyperbolic QR factorization

Rad je objavljen online 21. rujna 2020.

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Podaci o izdanju

42 (5)

2020.

C265-C293

objavljeno

1064-8275

1095-7197

10.1137/19M1277813

Povezanost rada

Matematika, Računarstvo

Poveznice
Indeksiranost