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Exploiting symmetries for exponential error reduction in path integral Monte Carlo

The path integral of a quantum system with an exact symmetry can be written as a sum of functional integrals each giving the contribution from quantum states with definite symmetry properties. We propose a strategy to compute each of them, normalized to the one with vacuum quantum numbers, by a Mont...

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Detalles Bibliográficos
Autores principales: Della Morte, Michele, Giusti, Leonardo
Lenguaje:eng
Publicado: 2007
Materias:
Acceso en línea:https://dx.doi.org/10.1016/j.cpc.2008.10.017
http://cds.cern.ch/record/1098525
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author Della Morte, Michele
Giusti, Leonardo
author_facet Della Morte, Michele
Giusti, Leonardo
author_sort Della Morte, Michele
collection CERN
description The path integral of a quantum system with an exact symmetry can be written as a sum of functional integrals each giving the contribution from quantum states with definite symmetry properties. We propose a strategy to compute each of them, normalized to the one with vacuum quantum numbers, by a Monte Carlo procedure whose cost increases power-like with the time extent of the lattice. This is achieved thanks to a multi-level integration scheme, inspired by the transfer matrix formalism, which exploits the symmetry and the locality in time of the underlying statistical system. As a result the cost of computing the lowest energy level in a given channel, its multiplicity and its matrix elements is exponentially reduced with respect to the standard path-integral Monte Carlo. We test the strategy with a one-dimensional harmonic oscillator, by computing the ratio of the parity odd over the parity even functional integrals and the two-point correlation function. The cost of the simulations scales as expected. In particular the effort for computing the lowest energy eigenvalue in the parity odd sector grows linearly with the time extent. At a fixed CPU time, the statistical error on the two-point correlation function is exponentially reduced with respect to the standard Monte Carlo procedure, and at large time distances it is lowered by many orders of magnitude.
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institution Organización Europea para la Investigación Nuclear
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spelling cern-10985252019-09-30T06:29:59Zdoi:10.1016/j.cpc.2008.10.017http://cds.cern.ch/record/1098525engDella Morte, MicheleGiusti, LeonardoExploiting symmetries for exponential error reduction in path integral Monte CarloParticle Physics - TheoryThe path integral of a quantum system with an exact symmetry can be written as a sum of functional integrals each giving the contribution from quantum states with definite symmetry properties. We propose a strategy to compute each of them, normalized to the one with vacuum quantum numbers, by a Monte Carlo procedure whose cost increases power-like with the time extent of the lattice. This is achieved thanks to a multi-level integration scheme, inspired by the transfer matrix formalism, which exploits the symmetry and the locality in time of the underlying statistical system. As a result the cost of computing the lowest energy level in a given channel, its multiplicity and its matrix elements is exponentially reduced with respect to the standard path-integral Monte Carlo. We test the strategy with a one-dimensional harmonic oscillator, by computing the ratio of the parity odd over the parity even functional integrals and the two-point correlation function. The cost of the simulations scales as expected. In particular the effort for computing the lowest energy eigenvalue in the parity odd sector grows linearly with the time extent. At a fixed CPU time, the statistical error on the two-point correlation function is exponentially reduced with respect to the standard Monte Carlo procedure, and at large time distances it is lowered by many orders of magnitude.CERN-PH-TH-2007-196oai:cds.cern.ch:10985252007
spellingShingle Particle Physics - Theory
Della Morte, Michele
Giusti, Leonardo
Exploiting symmetries for exponential error reduction in path integral Monte Carlo
title Exploiting symmetries for exponential error reduction in path integral Monte Carlo
title_full Exploiting symmetries for exponential error reduction in path integral Monte Carlo
title_fullStr Exploiting symmetries for exponential error reduction in path integral Monte Carlo
title_full_unstemmed Exploiting symmetries for exponential error reduction in path integral Monte Carlo
title_short Exploiting symmetries for exponential error reduction in path integral Monte Carlo
title_sort exploiting symmetries for exponential error reduction in path integral monte carlo
topic Particle Physics - Theory
url https://dx.doi.org/10.1016/j.cpc.2008.10.017
http://cds.cern.ch/record/1098525
work_keys_str_mv AT dellamortemichele exploitingsymmetriesforexponentialerrorreductioninpathintegralmontecarlo
AT giustileonardo exploitingsymmetriesforexponentialerrorreductioninpathintegralmontecarlo