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Issues in estimating probability of detection of NDT techniques - A model assisted approach

机译:估算NDT技术检测概率的问题 - 模型辅助方法

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摘要

In order to successfully implement Damage Tolerance (DT) methodology for aero-engines, Non-Destructive Testing (NDT) techniques are vital for assessing the remaining life of the component. Probability of Detection (POD), a standard measure of NDT reliability, is usually estimated as per MIL-HDBK-1823A standard. Estimation of POD of any NDT technique can be obtained by both experimental and model assisted methods. POD depends on many factors such as material, geometry, defect characteristics, inspection technique, etc. These requirements put enormous limitations on generating experimental POD curves and hence, Model Assisted Probability of Detection (MAPOD) curves are currently in vogue. In this study, MAPOD approaches were demonstrated by addressing various issues related to selection of crack sizes distribution, challenges involved in censoring and regression, estimation of distribution parameters, etc. Ultrasonic testing on volumetric defects has been identified as a platform to discuss the challenges involved. A COMSOL Multiphysics based FEM numerical model developed to simulate ultrasonic response from a Ti-6Al-4V cylindrical block has been validated experimentally. Further, the individual ultrasonic response from various Flat Bottom Hole (FBH) defects following lognormal distribution has been generated using the numerical model. a(90/95) (detecting a flaw with 90% probability and 95% confidence) value obtained from POD curve showed that the POD value increased with an increase in decision threshold. (C) 2018 Elsevier B.V. All rights reserved.
机译:为了成功地实施Aero-发动机的损伤公差(DT)方法,无损检测(NDT)技术对于评估组分的剩余寿命至关重要。检测(POD)的概率,NDT可靠性的标准度量,通常估计为Per MIL-HDBK-1823A标准。通过实验和模型辅助方法可以获得任何NDT技术的植入豆荚的估计。 POD取决于诸如材料,几何,缺陷特性,检查技术等的许多因素。这些要求对生成实验POD曲线进行了巨大限制,因此,目前在时尚中辅助检测概率(Mapod)曲线的模型辅助概率。在这项研究中,通过解决与裂缝尺寸分布的选择有关的各种问题,涉及审查和回归的挑战,分布参数估计等来证明了Mapod方法。对体积缺陷的超声波测试被识别为讨论所涉及挑战的平台。基于COMSOL的基于FEM数值模型,用于模拟TI-6A-4V圆柱形块的超声波响应已经通过实验验证。此外,使用数值模型生成了从数值分布之后的各种扁平底孔(FBH)缺陷的各个超声波响应。 (检测从POD曲线获得的90%概率和95%置信度)值的(检测具有90%概率的漏洞,显示POD值随决定阈值的增加而增加。 (c)2018 Elsevier B.v.保留所有权利。

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