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arxiv: 1111.2179 · v1 · submitted 2011-11-09 · ⚛️ physics.comp-ph

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Quantifying the unknown: issues in simulation validation and their experimental impact

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classification ⚛️ physics.comp-ph
keywords experimentaldiscussedepistemicimpactsimulationuncertaintiesaccountapplications
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The assessment of the reliability of Monte Carlo simulations is discussed, with emphasis on uncertainty quantification and the related impact on experimental results. Methods and techniques to account for epistemic uncertainties, i.e. for intrinsic knowledge gaps in physics modeling, are discussed with the support of applications to concrete experimental scenarios. Ongoing projects regarding the investigation of epistemic uncertainties in the Geant4 simulation toolkit are reported.

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