期刊文献+

随机和认知混合不确定系统的全局灵敏度分析方法 被引量:2

Approach to global sensitivity analysis of hybrid uncertain system with aleatory and epistemic uncertainties
原文传递
导出
摘要 为计算具有随机不确定性和认知不确定性的混合不确定系统灵敏度,提出一种基于证据理论和条件概率理论的全局灵敏度分析方法.用证据理论对认知不确定性变量进行表征,并提出两种基于证据理论的随机采样方法,包括一次随机抽样法和二次随机抽样法.运用条件概率理论,提出存在认知不确定性条件下混合不确定系统的Sobol'全局灵敏度指标,经过理论推导给出一阶灵敏度及总灵敏度的计算公式,并设置单循环的拟蒙特卡罗方法实现灵敏度的近似数值计算.开发了灵敏度分析程序,并给出了典型应用实例.实例表明,新方法的分析结果正确,计算工作量可控. To compute the sensitivity of the hybrid uncertain system in which both aleatory and epistemic uncertainties are present, a global sensitivity analysis method is proposed on the basis of evidence theory and conditional probability theory. The aleatory uncertain variables are represented by using the evidence theory. For epistemic uncertain variable, two stochastic sampling approaches based on the evidence theory are put forward, which are named one-step and two-step random sampling approach, respectively. With the conditional probability theory and the Sobol' method used, the global sensitivity indexes of the hybrid uncertain system are proposed in the presence of epistemic uncertainties, and the formulas of the first-order and total sensitivity indexes are derived. A single-loop quasi-Monte Carlo simulation is developed and it is used to approximately calculate the sensitivity indexes proposed. The sensitivity analysis program based on Matlab is designed. A typical example is presented and its results show that the proposed method is correct and its computational cost is acceptable.
作者 郭惠昕 锁斌 GUO Huixin;SUO Bin(College of Mechanical and Electrical Engineering,Changsha University,Changsha 410003,China;Institute of Electronic Engineering,China Academy of Engineering Physics,Mianyang 621900,China)
出处 《系统工程理论与实践》 EI CSSCI CSCD 北大核心 2018年第7期1888-1896,共9页 Systems Engineering-Theory & Practice
基金 湖南省自然科学基金(13JJ6095) 长沙市科技计划项目(k1705012)~~
关键词 灵敏度分析 拟蒙特卡罗方法 证据理论 不确定系统 随机不确定性 认知不确定性 sensitivity analysis quasi-Monte Carlo method evidence theory uncertain system aleatory uncertainty epistemie uncertainty
  • 相关文献

参考文献3

二级参考文献26

  • 1张艳林,张义民,金雅娟,张艳芳.基于均值一阶Esscher’s近似的可靠性灵敏度分析[J].机械工程学报,2011,47(6):168-172. 被引量:6
  • 2郭书祥,张陵,李颖.结构非概率可靠性指标的求解方法[J].计算力学学报,2005,22(2):227-231. 被引量:76
  • 3沈祖和.区间分析方法及其应用[J].应用数学与计算数学,1983,2:1-27.
  • 4宋笔锋. 结构体系失效概率计算方法研究. 西安:西北工业大学航空学院, 1994.
  • 5Wu Y T,Sitakanta M.Variable screening and ranking using sampling-based sensitivity measures.Reliability En-gineering and System Safety,2006,91(6):634-647.
  • 6Elishakoff I.Uncertainties in mechanical structures:A.M.Freudenthal’s criticisms and modern convex models.Journal of Applied Mechanics,1999,63(1):683-692.
  • 7Ahammed M,Melchers R E.Gradient and parameter sen-sitivity estimation for systems evaluated Monte Carlo anal-ysis.Reliability Engineering and System Safety,2006,91(5):594-601.
  • 8Ben-Haim Y.Convex models of uncertainty in radial pulse bucking of shells.Journal of Applied Mechanics,1993,60(3):683.
  • 9Ben-Haim Y.A non-probabilistic concept of reliability.Structural Safety,1994,14(4):227-245.
  • 10Ben-Haim Y.A non-probabilistic measure of reliability of linear systems based on expansion of convex models.Structural Safety,1995,17(2):91-109.

共引文献30

同被引文献16

引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部