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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
0초록
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
Geant4; Monte carlo; Simulation; Validation; High energy physics; Intelligent systems; Uncertainty analysis; Epistemic uncertainties; Geant4; Geant4 simulation toolkit; Physics modeling; Simulation; Simulation validation; Uncertainty quantifications; Validation; Monte Carlo methods
- 제목
- Quantifying the unknown: Issues in simulation validation and their experimental impact
- 저자
- Pia, Maria Grazia; Batič, Matej; Hoff, Gabriela; Saracco, Paolo; Begalli, Márcia; Han, Min Cheol; Kim, Chanhyeong; Seo, Hee; Hauf, Steffen; Kuster, Markus; Quintieri, Lina; Weidenspointner, Georg; Zoglauer, Andreas C.
- 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