English

Extrapolating Exclusive Charmonium Photoproduction to the Forward Regime Using Gaussian Process

High Energy Physics - Phenomenology 2025-09-19 v1

Abstract

Accessing the forward kinematic regime of exclusive vector meson photoproduction is essential for probing the structure of the proton, yet this region is often experimentally inaccessible. We present a novel extrapolation of near-threshold γpJ/ψp\gamma p \to J/\psi p differential cross section data to the forward regime dσ/dtt=0d\sigma/dt|_{t=0} by applying a non-parametric Gaussian Process (GP) regression. By employing a two-dimensional GP dependent on both the squared momentum transfer tt and the center-of-mass energy WW, we perform a coherent analysis of world data and provide a robust quantification of the extrapolation uncertainties. Furthermore, we apply the GP in the determination of the proton mass radius from the J/ψJ/\psi photoproduction data. We find that the extracted radius is subject to large systematic uncertainties, highlighting the challenge in precisely constraining this quantity with current experimental precision. This work demonstrates that GP is a powerful and systematic tool for phenomenological studies in hadron physics, particularly for extrapolations into unmeasured kinematic domains.

Keywords

Cite

@article{arxiv.2509.14549,
  title  = {Extrapolating Exclusive Charmonium Photoproduction to the Forward Regime Using Gaussian Process},
  author = {Xue Wang and Xu Cao and Yu Lu and Weizhi Xiong},
  journal= {arXiv preprint arXiv:2509.14549},
  year   = {2025}
}

Comments

9 pages, 8 figures

R2 v1 2026-07-01T05:43:02.581Z