A unifying review of NDE models towards optimal decision support

被引:7
作者
Bismut, Elizabeth [1 ]
Straub, Daniel [1 ]
机构
[1] Tech Univ Munich, Engn Risk Anal Grp, Arcisstr 21, D-80290 Munich, Germany
关键词
NDE; PoD; ROC; Decision analysis; Value of information; RELIABILITY-ANALYSIS; INSPECTION; PROBABILITY; MAINTENANCE; SYSTEMS;
D O I
10.1016/j.strusafe.2022.102213
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Non-destructive evaluation (NDE) inspections are an integral part of asset integrity management. The relationship between the condition of interest and the quantity measured by NDE is described with probabilistic models such as PoD or ROC curves. These models are used to assess the quality of the information provided by NDE systems, which is affected by factors such as the experience of the inspector, environmental conditions, ease of access, and the precision of the measurement device. In this paper, we review existing probabilistic models of NDE andshow how they are connected within a unifying framework. This frameworkprovides insights into how these models should be learned, calibrated, and applied. We investigate and highlighthow the choice of the model can affect the maintenance decisions taken on the basis of NDE results. In addition, we analyze the impact of experimental design on the performance of a given NDE system in a decision-making context.
引用
收藏
页数:16
相关论文
共 84 条
[1]   BAYESIAN METHODS IN PROBABILITY OF DETECTION ESTIMATION AND MODEL-ASSISTED PROBABILITY OF DETECTION EVALUATION [J].
Aldrin, John C. ;
Knopp, Jeremy S. ;
Sabbagh, Harold A. .
REVIEW OF PROGRESS IN QUANTITATIVE NONDESTRUCTIVE EVALUATION, VOLS 32A AND 32B, 2013, 1511 :1733-1740
[2]  
Annis C, 2009, MILHDBK1823A DEP DEF
[3]  
Bellman R, 1957, DYNAMIC PROGRAMMING, P360
[4]  
Berens AlanP., 2000, PROBABILITY DETECTIO
[5]  
Berens AP, 1981, AFWALTR814160
[6]   A Human Factors Perspective on the Use of Automated Aids in the Evaluation of NDT Data [J].
Bertovic, Marija .
42ND ANNUAL REVIEW OF PROGRESS IN QUANTITATIVE NONDESTRUCTIVE EVALUATION: INCORPORATING THE 6TH EUROPEAN-AMERICAN WORKSHOP ON RELIABILITY OF NDE, 2016, 1706
[7]   Optimal adaptive inspection and maintenance planning for deteriorating structural systems [J].
Bismut, Elizabeth ;
Straub, Daniel .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2021, 215
[8]  
Boero J, 2009, NDTCE 09
[9]   Risk Based Maintenance for Offshore Wind Structures [J].
Brennan, Feargal .
2ND INTERNATIONAL THROUGH-LIFE ENGINEERING SERVICES CONFERENCE, 2013, 11 :296-300
[10]  
Calmon P, 2016, 19 WORLD C NOND TEST