[Submitted on 29 May 2025]
AI-Assisted analysis of Si 7 break-up data
Theodoros Depastas🇺🇸 · Aldo Bonasera🇺🇸 · Joe Natowitz🇺🇸
Mid-weight -conjugate nuclei are predicted to possess exotic toroid-like resonances with high angular momenta. The search for these states in Si is the main point of two published experimental investigations of the peripheral Si + C reaction by Cao and collaborators and by Hannaman and collaborators. In this work, we develop a novel Artificial Intelligence (AI)-based machine learning method utilizing the Gaussian Mixture Model (GMM) to analyze available experimental and theoretical data. We additionally study the reaction with the Hybrid -Cluster (HC) model. In all the examined data our results suggest the presence of underlying structure which is close to that predicted for toroidal states.
- Comments:
- 9 pages, 9 figures
- Subjects:
- Nuclear Theory (nucl-th)
- arXiv:
- 2505.23920 [pdf]