A search for leptonic photon Z_l at all three CLIC energy stages by using artificial neural networks (ANN)

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Bibliographic Details
Main Authors:	Kara, S. O., Akkoyun, S.
Format:	Preprint
Published:	2024
Subjects:	High Energy Physics - Phenomenology
Online Access:	Acceder al recurso
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author	Kara, S. O. Akkoyun, S.
author_facet	Kara, S. O. Akkoyun, S.
contents	In this work, the possible dynamics of the massive leptonic photon $Z_{l}$ are reconsidered via the process $e^{+}e^{-} \ rightarrow μ^{+}μ^{-}$ at Compact Linear Collider (CLIC) with updated center of mass energies ($380\ GeV,\ 1500\ GeV\ and\ 3000\ GeV$). We show that the new generation colliders as CLIC can observe massive leptophilic vector boson Z_l with mass up to the center of mass energy, provided that leptonic coupling constant is $g_{l} \geq 10^{- 3}$. In this study, we also estimated the cross-sections by artificial neural networks using the theoretical results we obtained for CLIC. According to the results obtained, it was seen that these predictions could be made through machine learning.
format	Preprint
id	arxiv_https___arxiv_org_abs_2406_10097
institution	arXiv
publishDate	2024
record_format	arxiv
spellingShingle	A search for leptonic photon Z_l at all three CLIC energy stages by using artificial neural networks (ANN) Kara, S. O. Akkoyun, S. High Energy Physics - Phenomenology In this work, the possible dynamics of the massive leptonic photon $Z_{l}$ are reconsidered via the process $e^{+}e^{-} \ rightarrow μ^{+}μ^{-}$ at Compact Linear Collider (CLIC) with updated center of mass energies ($380\ GeV,\ 1500\ GeV\ and\ 3000\ GeV$). We show that the new generation colliders as CLIC can observe massive leptophilic vector boson Z_l with mass up to the center of mass energy, provided that leptonic coupling constant is $g_{l} \geq 10^{- 3}$. In this study, we also estimated the cross-sections by artificial neural networks using the theoretical results we obtained for CLIC. According to the results obtained, it was seen that these predictions could be made through machine learning.
title	A search for leptonic photon Z_l at all three CLIC energy stages by using artificial neural networks (ANN)
topic	High Energy Physics - Phenomenology
url	https://arxiv.org/abs/2406.10097

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