arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1111.2179physics.comp-ph
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量化未知:模拟验证中的问题及其实验影响

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

M. G. Pia, M. Batic, G. Hoff, P. Saracco, M. Begalli, M. Han, C. H Kim, H. Seo, S. Hauf, M. Kuster, L. Quintieri, G. Weidenspointner, A. Zoglauer

摘要:

蒙特卡罗模拟的可靠性的评估进行了讨论,重点是不确定性量化和实验结果的相关影响。方法和技术来解释认识的不确定性,即物理建模的内在知识差距,讨论与具体的实验方案的应用程序的支持。报告了正在进行的项目,在Geant4模拟工具包的认知不确定性的调查。

英文摘要:

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.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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