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Machine learning enabled measurements of astrophysical ( ) reactions with the SECAR recoil separatorTsintari, P; Dimitrakopoulos, N; Garg, R; Hermansen, K; Marshall, C; Montes, F; Perdikakis, G; Schatz, H; Setoodehnia, K; Arora, H; et al (, Physical Review Research)The synthesis of heavy elements in supernovae is affected by low-energy and reactions on unstable nuclei, yet experimental data on such reaction rates are scarce. The SECAR (SEparator for CApture Reactions) recoil separator at FRIB (Facility for Rare Isotope Beams) was originally designed to measure astrophysical reactions that change the mass of a nucleus significantly. We used a novel approach that integrates machine learning with ion-optical simulations to find an ion-optical solution for the separator that enables the measurement of reactions, despite the reaction leaving the mass of the nucleus nearly unchanged. A new measurement of the reaction in inverse kinematics with a MeV/nucleon beam (corresponding to MeV proton energy in normal kinematics) yielded a cross-section of mb and served as a proof of principle experiment for the new technique demonstrating its effectiveness in achieving the required performance criteria. This novel approach paves the way for studying astrophysically important reactions on unstable nuclei produced at FRIB. Published by the American Physical Society2025more » « lessFree, publicly-accessible full text available January 1, 2026
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Kaiser, Etienne A; Hirschi, Raphael; Arnett, W David; Georgy, Cyril; Scott, Laura J; Cristini, Andrea (, Monthly Notices of the Royal Astronomical Society)ABSTRACT In this work, we investigate the impact of uncertainties due to convective boundary mixing (CBM), commonly called ‘overshoot’, namely the boundary location and the amount of mixing at the convective boundary, on stellar structure and evolution. For this we calculated two grids of stellar evolution models with the MESA code, each with the Ledoux and the Schwarzschild boundary criterion, and vary the amount of CBM. We calculate each grid with the initial masses of 15, 20, and $$25\, \rm {M}_\odot$$. We present the stellar structure of the models during the hydrogen and helium burning phases. In the latter, we examine the impact on the nucleosynthesis. We find a broadening of the main sequence with more CBM, which is more in agreement with observations. Furthermore, during the core hydrogen burning phase there is a convergence of the convective boundary location due to CBM. The uncertainties of the intermediate convective zone remove this convergence. The behaviour of this convective zone strongly affects the surface evolution of the model, i.e. how fast it evolves redwards. The amount of CBM impacts the size of the convective cores and the nucleosynthesis, e.g. the 12C to 16O ratio and the weak s-process. Lastly, we determine the uncertainty that the range of parameter values investigated introduces and we find differences of up to $$70{{\ \rm per\ cent}}$$ for the core masses and the total mass of the star.more » « less
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