Use of Bayesian Optimization to Understand the Structure of Nuclei
| العنوان: | Use of Bayesian Optimization to Understand the Structure of Nuclei |
|---|---|
| المؤلفون: | J. Hooker, J. Kovoor, K.L. Jones, R. Kanungo, M. Alcorta, J. Allen, C. Andreoiu, L. Atar, D.W. Bardayan, S.S. Bhattacharjee, D. Blankstein, C. Burbadge, S. Burcher, W.N. Catford, S. Cha, K. Chae, D. Connolly, B. Davids, N. Esker, F.H. Garcia, S. Gillespie, R. Ghimire, A. Gula, G. Hackman, S. Hallam, M. Hellmich, J. Henderson, M. Holl, P. Jassal, S. King, T. Knight, R. Kruecken, A. Lepailleur, J. Liang, L. Morrison, P.D. O’Malley, S.D. Pain, X. Pereira-Lopez, A. Psaltis, A. Radich, A.C. Shotter, M. Vostinar, M. Williams, O. Workman |
| سنة النشر: | 2021 |
| مصطلحات موضوعية: | Nuclear and High Energy Physics, Direct reaction, FOS: Physical sciences, Transfer reaction, 01 natural sciences, Atomic, Stable ion beam, Particle and Plasma Physics, Affordable and Clean Energy, 0103 physical sciences, Nuclear, Nuclear Experiment (nucl-ex), 010306 general physics, Instrumentation, Nuclear Experiment, Bayesian optimization, Applied Physics, 010308 nuclear & particles physics, Low-energy reactions, Geant4 simulation, Molecular, Computational Physics (physics.comp-ph), Geochemistry, Interdisciplinary Engineering, Radioactive ion beam, Physics - Computational Physics |
| الوصف: | Monte Carlo simulations are widely used in nuclear physics to model experimental systems. In cases where there are significant unknown quantities, such as energies of states, an iterative process of simulating and fitting is often required to describe experimental data. We describe a Bayesian approach to fitting experimental data, designed for data from a $^{12}$Be(d,p) reaction measurement, using simulations made with GEANT4. Q-values from the $^{12}$C(d,p) reaction to well-known states in $^{13}$C are compared with simulations using BayesOpt. The energies of the states were not included in the simulation to reproduce the situation for $^{13}$Be where the states are poorly known. Both cases had low statistics and significant resolution broadening owing to large proton energy losses in the solid deuterium target. Excitation energies of the lowest three excited states in $^{13}$C were extracted to better than 90 keV, paving a way for extracting information on $^{13}$Be. 8 pages, 6 figures |
| اللغة: | English |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c7b5d696ad5391ce26612076dd54452e http://arxiv.org/abs/2112.05522 |
| حقوق: | OPEN |
| رقم الأكسشن: | edsair.doi.dedup.....c7b5d696ad5391ce26612076dd54452e |
| قاعدة البيانات: | OpenAIRE |
| الوصف غير متاح. |