Published July 1, 2024 | Version v1
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A Search for Leptonic Photon, \(Z_{l}\), at All Three CLIC Energy Stages by Using Artificial Neural Networks (ANN)

  • 1. Niğde Ömer Halisdemir University, Bor Vocational School, 51240, Niğde, Turkiye
  • 2. Cumhuriyet University, Faculty of Sciences, Department of Physics, 58140, Sivas, Turkiye

Description

In this work, the possible dynamics of the massive leptonic photon \(Z_{l}\) are reconsidered via the \(e^{+}e^{-}\rightarrow \mu ^{+}\mu ^{-}\) process at the Compact Linear Collider (CLIC) with the updated center-of-mass energies (380, 1500, and 3000 GeV). We show that new generation colliders as CLIC can observe the massive leptophilic vector boson \(Z_{l}\) with mass up to the center-of-mass energy, provided that the 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.

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