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Multigrid multilevel Monte Carlo for a lattice with a displacement.

Authors :
Ramirez‐Hidalgo, Gustavo
Source :
PAMM: Proceedings in Applied Mathematics & Mechanics. Nov2023, Vol. 23 Issue 3, p1-8. 8p.
Publication Year :
2023

Abstract

The Hutchinson method can be used to estimate the trace of a function of a matrix A, that is, tr(f(A))$\mathrm{tr}(f(A))$, stochastically. With the variance of the Hutchinson estimator decreasing as O(1/N)$\mathcal {O}(1/\sqrt {N})$, techniques to reduce the variance of this estimator become necessary due to the high accuracy required by some calculations in scientific computing. In lattice QCD, where A is the Dirac operator D stemming from a discretization of the Dirac equation, the accuracy of some calculations involving tr(f(A))$\mathrm{tr}(f(A))$ renders them practically unfeasible if one uses the Hutchinson estimator to approximate the trace. One such variance reduction technique, known as multigrid multilevel Monte Carlo, has been introduced recently to deal with tr(D−1)$\mathrm{tr}(D^{-1})$ for the Laplace 2D, Gauge Laplacian, and Schwinger problems. We use it here in the context of lattice QCD, and moreover, we analyze its impact when dealing with tr(D−1P∼H)$\mathrm{tr}(D^{-1} \widetilde{P}^{H})$, where P∼$\widetilde{P}$ is the matrix that emerges when a displacement in one of the four spacetime dimensions of the lattice is introduced. This latter trace is of importance when computing generalized parton distributions in lattice QCD. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
16177061
Volume :
23
Issue :
3
Database :
Academic Search Index
Journal :
PAMM: Proceedings in Applied Mathematics & Mechanics
Publication Type :
Academic Journal
Accession number :
173368521
Full Text :
https://doi.org/10.1002/pamm.202300242