A simple approach towards the sign problem using path optimisation
Abstract We suggest an approach for simulating theories with a sign problem that relies on optimisation of complex integration contours that are not restricted to lie along Lefschetz thimbles. To that end we consider the toy model of a one-dimensional Bose gas with chemical potential. We identify th...
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Online Access: | http://link.springer.com/article/10.1007/JHEP12(2018)054 |
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doaj-8365cf09e5654557b0921dced784ec942020-11-25T01:13:35ZengSpringerOpenJournal of High Energy Physics1029-84792018-12-0120181212810.1007/JHEP12(2018)054A simple approach towards the sign problem using path optimisationFrancis Bursa0Michael Kroyter1School of Physics and Astronomy, University of GlasgowDepartment of Sciences, Holon Institute of Technology (HIT)Abstract We suggest an approach for simulating theories with a sign problem that relies on optimisation of complex integration contours that are not restricted to lie along Lefschetz thimbles. To that end we consider the toy model of a one-dimensional Bose gas with chemical potential. We identify the main contribution to the sign problem in this case as coming from a nearest neighbour interaction and approximately cancel it by an explicit deformation of the integration contour. We extend the obtained expressions to more general ones, depending on a small set of parameters. We find the optimal values of these parameters on a small lattice and study their range of validity. We also identify precursors for the onset of the sign problem. A fast method of evaluating the Jacobian related to the contour deformation is proposed and its numerical stability is examined. For a particular choice of lattice parameters, we find that our approach increases the lattice size at which the sign problem becomes serious from L ≈ 32 to L ≈ 700. The efficient evaluation of the Jacobian (O(L) for a sweep) results in running times that are of the order of a few minutes on a standard laptop.http://link.springer.com/article/10.1007/JHEP12(2018)054Lattice field theory simulation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Francis Bursa Michael Kroyter |
spellingShingle |
Francis Bursa Michael Kroyter A simple approach towards the sign problem using path optimisation Journal of High Energy Physics Lattice field theory simulation |
author_facet |
Francis Bursa Michael Kroyter |
author_sort |
Francis Bursa |
title |
A simple approach towards the sign problem using path optimisation |
title_short |
A simple approach towards the sign problem using path optimisation |
title_full |
A simple approach towards the sign problem using path optimisation |
title_fullStr |
A simple approach towards the sign problem using path optimisation |
title_full_unstemmed |
A simple approach towards the sign problem using path optimisation |
title_sort |
simple approach towards the sign problem using path optimisation |
publisher |
SpringerOpen |
series |
Journal of High Energy Physics |
issn |
1029-8479 |
publishDate |
2018-12-01 |
description |
Abstract We suggest an approach for simulating theories with a sign problem that relies on optimisation of complex integration contours that are not restricted to lie along Lefschetz thimbles. To that end we consider the toy model of a one-dimensional Bose gas with chemical potential. We identify the main contribution to the sign problem in this case as coming from a nearest neighbour interaction and approximately cancel it by an explicit deformation of the integration contour. We extend the obtained expressions to more general ones, depending on a small set of parameters. We find the optimal values of these parameters on a small lattice and study their range of validity. We also identify precursors for the onset of the sign problem. A fast method of evaluating the Jacobian related to the contour deformation is proposed and its numerical stability is examined. For a particular choice of lattice parameters, we find that our approach increases the lattice size at which the sign problem becomes serious from L ≈ 32 to L ≈ 700. The efficient evaluation of the Jacobian (O(L) for a sweep) results in running times that are of the order of a few minutes on a standard laptop. |
topic |
Lattice field theory simulation |
url |
http://link.springer.com/article/10.1007/JHEP12(2018)054 |
work_keys_str_mv |
AT francisbursa asimpleapproachtowardsthesignproblemusingpathoptimisation AT michaelkroyter asimpleapproachtowardsthesignproblemusingpathoptimisation AT francisbursa simpleapproachtowardsthesignproblemusingpathoptimisation AT michaelkroyter simpleapproachtowardsthesignproblemusingpathoptimisation |
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