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Efficient computations of continuous action densities of states for lattice models

The Logarithmic Linear Relaxation (LLR) algorithm is an efficient method for computing densities of states for systems with a continuous spectrum. A key feature of this method is exponential error reduction, which allows us to evaluate the density of states of a system over hundreds of thousands of...

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Autores principales: Lucini, Biagio, Francesconi, Olmo, Holzmann, Markus, Lancaster, David, Rago, Antonio
Lenguaje:eng
Publicado: 2022
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1742-6596/2207/1/012052
http://cds.cern.ch/record/2789459
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author Lucini, Biagio
Francesconi, Olmo
Holzmann, Markus
Lancaster, David
Rago, Antonio
author_facet Lucini, Biagio
Francesconi, Olmo
Holzmann, Markus
Lancaster, David
Rago, Antonio
author_sort Lucini, Biagio
collection CERN
description The Logarithmic Linear Relaxation (LLR) algorithm is an efficient method for computing densities of states for systems with a continuous spectrum. A key feature of this method is exponential error reduction, which allows us to evaluate the density of states of a system over hundreds of thousands of orders of magnitude with a fixed level of relative accuracy. As a consequence of exponential error reduction, the LLR method provides a robust alternative to traditional Monte Carlo calculations in cases in which states suppressed by the Boltzmann weight play nevertheless a relevant role, e.g., as transition regions between dominant configuration sets. After reviewing the algorithm, we will show an application in U(1) Lattice Gauge Theory that has enabled us to obtain the most accurate estimate of the critical coupling with modest computational resources, defeating exponential tunneling times between metastable vacua. As a further showcase, we will then present an application of the LLR method to the decorrelation of the topological charge in SU(3) Lattice Gauge Theory near the continuum limit. Finally, we will review in general applications of the LLR algorithm to systems affected by a strong sign problem and discuss the case of the Bose gas at finite chemical potential.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2022
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spelling cern-27894592023-06-29T04:31:21Zdoi:10.1088/1742-6596/2207/1/012052http://cds.cern.ch/record/2789459engLucini, BiagioFrancesconi, OlmoHolzmann, MarkusLancaster, DavidRago, AntonioEfficient computations of continuous action densities of states for lattice modelscond-mat.str-elcond-mat.stat-mechhep-latParticle Physics - LatticeThe Logarithmic Linear Relaxation (LLR) algorithm is an efficient method for computing densities of states for systems with a continuous spectrum. A key feature of this method is exponential error reduction, which allows us to evaluate the density of states of a system over hundreds of thousands of orders of magnitude with a fixed level of relative accuracy. As a consequence of exponential error reduction, the LLR method provides a robust alternative to traditional Monte Carlo calculations in cases in which states suppressed by the Boltzmann weight play nevertheless a relevant role, e.g., as transition regions between dominant configuration sets. After reviewing the algorithm, we will show an application in U(1) Lattice Gauge Theory that has enabled us to obtain the most accurate estimate of the critical coupling with modest computational resources, defeating exponential tunneling times between metastable vacua. As a further showcase, we will then present an application of the LLR method to the decorrelation of the topological charge in SU(3) Lattice Gauge Theory near the continuum limit. Finally, we will review in general applications of the LLR algorithm to systems affected by a strong sign problem and discuss the case of the Bose gas at finite chemical potential.The Logarithmic Linear Relaxation (LLR) algorithm is an efficient method for computing densities of states for systems with a continuous spectrum. A key feature of this method is exponential error reduction, which allows us to evaluate the density of states of a system over hundreds of thousands of orders of magnitude with a fixed level of relative accuracy. As a consequence of exponential error reduction, the LLR method provides a robust alternative to traditional Monte Carlo calculations in cases in which states suppressed by the Boltzmann weight play nevertheless a relevant role, e.g., as transition regions between dominant configuration sets. After reviewing the algorithm, we will show an application in U(1) Lattice Gauge Theory that has enabled us to obtain the most accurate estimate of the critical coupling with modest computational resources, defeating exponential tunneling times between metastable vacua. As a further showcase, we will then present an application of the LLR method to the decorrelation of the topological charge in SU(3) Lattice Gauge Theory near the continuum limit. Finally, we will review in general applications of the LLR algorithm to systems affected by a strong sign problem and discuss the case of the Bose gas at finite chemical potential.arXiv:2111.00353oai:cds.cern.ch:27894592022
spellingShingle cond-mat.str-el
cond-mat.stat-mech
hep-lat
Particle Physics - Lattice
Lucini, Biagio
Francesconi, Olmo
Holzmann, Markus
Lancaster, David
Rago, Antonio
Efficient computations of continuous action densities of states for lattice models
title Efficient computations of continuous action densities of states for lattice models
title_full Efficient computations of continuous action densities of states for lattice models
title_fullStr Efficient computations of continuous action densities of states for lattice models
title_full_unstemmed Efficient computations of continuous action densities of states for lattice models
title_short Efficient computations of continuous action densities of states for lattice models
title_sort efficient computations of continuous action densities of states for lattice models
topic cond-mat.str-el
cond-mat.stat-mech
hep-lat
Particle Physics - Lattice
url https://dx.doi.org/10.1088/1742-6596/2207/1/012052
http://cds.cern.ch/record/2789459
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AT holzmannmarkus efficientcomputationsofcontinuousactiondensitiesofstatesforlatticemodels
AT lancasterdavid efficientcomputationsofcontinuousactiondensitiesofstatesforlatticemodels
AT ragoantonio efficientcomputationsofcontinuousactiondensitiesofstatesforlatticemodels