The issue of how epistemic uncertainties affect the outcome of Monte Carlo simulation is discussed by means of a concrete use case: the simulation of the longitudinal energy deposition profile of low energy protons. A variety of electromagnetic and hadronic physics models is investigated, and their effects are analyzed. Possible systematic effects are highlighted. The results identify requirements for experimental measurements capable of reducing epistemic uncertainties in the simulation.
@article{arxiv.1012.0665,
title = {Quantifying the Unknown},
author = {Maria Grazia Pia and Matej Batič and Marcia Begalli and Anton Lechner and Lina Quintieri and Paolo Saracco},
journal= {arXiv preprint arXiv:1012.0665},
year = {2010}
}
Comments
5 pages, to appear in proceedings of the Nuclear Science Symposium and Medical Imaging Conference 2010, Knoxville