A study of topological quantities of lattice QCD by a modified DCGAN frame

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Détails bibliographiques
Auteurs principaux:	Gao, Lin, Ying, Heping, Zhang, Jianbo
Format:	Preprint
Publié:	2023
Sujets:	High Energy Physics - Lattice
Accès en ligne:	Acceder al recurso
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author	Gao, Lin Ying, Heping Zhang, Jianbo
author_facet	Gao, Lin Ying, Heping Zhang, Jianbo
contents	A modified deep convolutional generative adversarial network (M-DCGAN) frame is proposed to study the N-dimensional (ND) topological quantities in lattice QCD based on the Monte Carlo (MC) simulations. We construct a new scaling structure including fully connected layers to support the generation of high-quality high-dimensional images for the M-DCGAN. Our results show that the M-DCGAN scheme of the Machine learning should be helpful for us to calculate efficiently the 1D distribution of topological charge and the 4D topological charge density compared with the case by the MC simulation alone.
format	Preprint
id	arxiv_https___arxiv_org_abs_2312_03023
institution	arXiv
publishDate	2023
record_format	arxiv
spellingShingle	A study of topological quantities of lattice QCD by a modified DCGAN frame Gao, Lin Ying, Heping Zhang, Jianbo High Energy Physics - Lattice A modified deep convolutional generative adversarial network (M-DCGAN) frame is proposed to study the N-dimensional (ND) topological quantities in lattice QCD based on the Monte Carlo (MC) simulations. We construct a new scaling structure including fully connected layers to support the generation of high-quality high-dimensional images for the M-DCGAN. Our results show that the M-DCGAN scheme of the Machine learning should be helpful for us to calculate efficiently the 1D distribution of topological charge and the 4D topological charge density compared with the case by the MC simulation alone.
title	A study of topological quantities of lattice QCD by a modified DCGAN frame
topic	High Energy Physics - Lattice
url	https://arxiv.org/abs/2312.03023

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