25–30 May 2025
Daejeon Convention Center (DCC)
Asia/Seoul timezone

Model bias and parameter optimisation with the example of INCL/ABLA

30 May 2025, 12:15
15m
Room 7: 1F #104 (DCC)

Room 7: 1F #104

DCC

Contributed Oral Presentation Nuclear Reactions Parallel Session

Speaker

jason Hirtz (CEA Saclay)

Description

The accuracy (the bias) and precision (the uncertainties) of high-energy spallation models is a key issue for the design and development of new applications and experiments. In the case of the combination of the IntraNuclear Cascade model of Liège (INCL) [1, 2] and the Ablation model (ABLA) [3, 4], we address the problem through two orthogonal approaches, both based on a Bayesian framework. In the framework of the joined project NURBS, shared between the Swiss National Science Foundation (SNF) and the French National Agency for Research (ANR), we developed an approach to optimise the internal parameter of the model [5] and, on the other hand, we developed a method to estimate the bias of the model [6]. The first approach improve the accuracy and the second quantify the accuracy and the precision of model combination. This will be used to study observable ranging from the double differential neutron production to the hypernuclei fission cross section.

References
[1] A. Boudard et al., Phys. Rev. C 87, 014606 (2013). https://link.aps.org/doi/10.1103/PhysRevC.87.014606
[2] D. Mancusi et al., Phys. Rev. C 90, 054602 (2014). https://link.aps.org/doi/10.1103/PhysRevC.90.054602
[3] J. L. Rodrı́guez-Sánchez et al., Phys. Rev. C 105, 014623 (2022). https://doi.org/10.1103/PhysRevC.105.014623
[4] J. L. Rodrı́guez-Sánchez et al., Phys. Rev. Lett. 130, 132501 (2023). https://doi.org/10.1103/PhysRevLett.130.132501
[5] J. Hirtz et al., EPJ A 60, 149 (2024). https://doi.org/10.1140/epja/s10050-024-01370-y
[6] G. Schnabel, EPJ Nuclear Sci. Technol. 4, 33 (2018). https://doi.org/10.1051/epjn/2018013

Primary author

jason Hirtz (CEA Saclay)

Co-authors

Dr Jean-Christophe David (CEA Saclay) Dr Joseph Cugnon (University of Liège) Prof. Ingo Leya (University of Bern) Dr José-Luis Rodríguez-Sánchez (University of A Coruña) Dr Georg Schnabel (IAEA)

Presentation materials