A Surrogate Model for Proton Spectrum Prediction to Map Transitions in Laser-Ion Acceleration

Chengqi-Zhang, Yang He, Mamat Ali Bake +2

We present a physics-guided, decoupled dual-branch surrogate model to predict continuous proton energy spectra from laser-driven ion acceleration. Integrating a ${\hat{I}}^2$-VAE for spectr…