15–17 Jun 2022
Europe/Stockholm timezone

Bayesian inference and predictions in the few-nucleon sector

15 Jun 2022, 13:30
20m
Parallel session: kärnfysik Sektionen för kärnfysik

Speaker

Isak Svensson

Description

Effective field theories (EFTs) of the strong nuclear interaction is imbued with uncertainty stemming from, e.g., experimental errors and truncation of the EFT expansion. Theoretical predictions of nuclear observables should thus be considered---and presented---as probability density functions (PDFs) rather than scalar values. Working in a Bayesian framework, we have inferred PDFs for the EFT model parameters from observables in the few-nucleon sector by combining efficient computational methods with advanced sampling techniques and prior knowledge. This enables us to sample the PDFs for predictions of nuclear observables. We also learn that the predictions are precise enough to pick up the small isospin dependency of the nucleon-nucleon interaction. The talk will also cover ongoing work to condition the inference on data in heavier-mass nuclei using highly efficient and accurate emulators.

Author

Isak Svensson

Co-authors

Andreas Ekström Christian Forssén (Chalmers University of Technology) Sarah Wesolowski (Ohio State University) Prof. Richard Furnstahl (Ohio State University) Daniel Phillips (Ohio University) Dr Jordan Melendez (Ohio State University)

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