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基于自动重要抽样方法的减方差技巧体系构建与验证

武祯 郝以昇 浦彦恒 周扬 杲申申 邱睿 马锐垚 张辉 李君利

原子能科学技术2024,Vol.58Issue(3):630-637,8.
原子能科学技术2024,Vol.58Issue(3):630-637,8.DOI:10.7538/yzk.2023.youxian.0325

基于自动重要抽样方法的减方差技巧体系构建与验证

Construction and Verification of Variance Reduction Technique System Based on Automatic Importance Sampling

武祯 1郝以昇 2浦彦恒 2周扬 2杲申申 2邱睿 2马锐垚 2张辉 2李君利2

作者信息

  • 1. 清华大学工程物理系,北京 100084||粒子技术与辐射成像教育部重点实验室,北京 100084||同方威视技术股份有限公司,北京 100084
  • 2. 清华大学工程物理系,北京 100084||粒子技术与辐射成像教育部重点实验室,北京 100084
  • 折叠

摘要

Abstract

According to different objectives,shielding calculation problems can be divided into regional problem,source-detector problem,and global problem.To solve the deep penetration problem of the three kinds of problems,the MCShield research team systematically proposed a series of variance reduction methods.According to these works,this article constructed a variance reduction technique system based on the automatic importance sampling(AIS)method,and conducted some verification work.For the source-detector problem,the NUREG/CR-6115 PWR pressure vessel calcula-tion benchmark was used to verify the small detector automatic importance sampling(SDAIS)method.The result shows that the SDAIS method is more efficient than the AIS method for the source-detector problem.In addition,an AIS-based Monte Carlo coupled variance reduction(AIS-CADIS)method was also proposed which introduces the AIS method into Monte Carlo adjoint calculations and was verified against bench-mark problems.For global problems,the grid-based AIS method was proposed and verified using a simplified reactor shielding calculation problem.The results show that compared with the AIS method and analog Monte Carlo methods,the grid-based AIS method can improve calculation efficiency.

关键词

蒙特卡罗/自动重要抽样方法/减方差技巧/MCShield程序

Key words

Monte Carlo/automatic importance sampling method/variance reduction technique/MCShield program

分类

能源科技

引用本文复制引用

武祯,郝以昇,浦彦恒,周扬,杲申申,邱睿,马锐垚,张辉,李君利..基于自动重要抽样方法的减方差技巧体系构建与验证[J].原子能科学技术,2024,58(3):630-637,8.

基金项目

中国辐射防护研究院平台发展基金(YP21030101) (YP21030101)

国家自然科学基金面上项目(12175114,U2167209) (12175114,U2167209)

原子能科学技术

OA北大核心CSTPCD

1000-6931

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