Decision-theoretic reliability sensitivity

被引：16
|
作者：
Straub, Daniel [1 ]
Ehre, Max [1 ]
Papaioannou, Iason [1 ]
机构：
[1] Tech Univ Munich, Engn Risk Anal Grp, Munich, Germany
来源：
RELIABILITY ENGINEERING & SYSTEM SAFETY | 2022年 / 221卷
关键词：
Sensitivity analysis; Value of information; Reliability; INDEPENDENT IMPORTANCE MEASURE; PARTIAL EXPECTED VALUE; UNCERTAINTY IMPORTANCE; PERFECT INFORMATION; ANALYSIS SAMPLE; PROBABILITY;
D O I：
10.1016/j.ress.2021.108215
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
We propose and discuss sensitivity metrics for reliability analysis, which are based on the value of information. These metrics are easier to interpret than other existing sensitivity metrics in the context of a specific decision and they are applicable to any type of reliability assessment, including those with dependent inputs. We develop computational strategies that enable efficient evaluation of these metrics, in some scenarios without additional runs of the deterministic model. The metrics are investigated by application to numerical examples.
引用
收藏
页数：13
相关论文
共 50 条
  • [21] Decision-theoretic perspective on racial mistrust
    Krueger, Joachim I.
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (32) : E410 - E410
  • [22] DTPROBLOG: A Decision-Theoretic Probabilistic Prolog
    Van den Broeck, Guy
    Thon, Ingo
    van Otterlo, Martijn
    De Raedt, Luc
    PROCEEDINGS OF THE TWENTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-10), 2010, : 1217 - 1222
  • [23] Decision-theoretic cooperative sensor planning
    Cook, DJ
    Gmytrasiewicz, P
    Holder, LB
    IMAGE UNDERSTANDING WORKSHOP, 1996 PROCEEDINGS, VOLS I AND II, 1996, : 1321 - 1332
  • [24] Multigranulation decision-theoretic rough sets
    Qian, Yuhua
    Zhang, Hu
    Sang, Yanli
    Liang, Jiye
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2014, 55 (01) : 225 - 237
  • [25] A decision-theoretic approach to data mining
    Elovici, Y
    Braha, D
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2003, 33 (01): : 42 - 51
  • [26] Decision-theoretic control of planetary rovers
    Zilberstein, S
    Washington, R
    Bernstein, DS
    Mouaddib, AI
    ADVANCES IN PLAN-BASED CONTROL OF ROBOTIC AGENTS, 2002, 2466 : 270 - 289
  • [27] The propensity theory: a decision-theoretic restatement
    Albert, M.
    SYNTHESE, 2007, 156 (03) : 587 - 603
  • [28] Decision-theoretic reflections on processing a fingermark
    Gittelson, S.
    Bozza, S.
    Biedermann, A.
    Taroni, F.
    FORENSIC SCIENCE INTERNATIONAL, 2013, 226 (1-3) : E42 - E47
  • [29] Decision-theoretic cooperative sensor planning
    Univ of Texas at Arlington, Arlington, United States
    IEEE Trans Pattern Anal Mach Intell, 10 (1013-1023):
  • [30] Modeling and Reasoning with Decision-Theoretic Goals
    Liaskos, Sotirios
    Khan, Shakil M.
    Soutchanski, Mikhail
    Mylopoulos, John
    CONCEPTUAL MODELING, ER 2013, 2013, 8217 : 19 - +
12345