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

  • Pia, Maria Grazia
  • Batič, Matej
  • Hoff, Gabriela
  • Saracco, Paolo
  • Begalli, Márcia
  • ... Kim, Chanhyeong
  • 외 7명
Citations

SCOPUS

0

초록

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.

키워드

Geant4Monte carloSimulationValidationHigh energy physicsIntelligent systemsUncertainty analysisEpistemic uncertaintiesGeant4Geant4 simulation toolkitPhysics modelingSimulationSimulation validationUncertainty quantificationsValidationMonte Carlo methods
제목
Quantifying the unknown: Issues in simulation validation and their experimental impact
저자
Pia, Maria GraziaBatič, MatejHoff, GabrielaSaracco, PaoloBegalli, MárciaHan, Min CheolKim, ChanhyeongSeo, HeeHauf, SteffenKuster, MarkusQuintieri, LinaWeidenspointner, GeorgZoglauer, Andreas C.
DOI
10.1142/9789814405072_0155
발행일
2012-10
유형
Conference Paper
저널명
Astroparticle, Particle, Space Physics and Detectors for Physics Applications - Proceedings of the 13th ICATPP Conference
페이지
1031 ~ 1035