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Assessing reliability of NDE flaw detection using smaller number of demonstration data points

机译:使用较少数量的演示数据点评估NDE探伤检测的可靠性

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The paper provides an engineering analysis approach for assessing reliability of NDE flaw detection using smaller number of demonstration data points. It explores dependence of probability of detection (POD), probability of false positive (POF), on contrast-to-noise ratio, and net decision threshold-to-noise ratio in a simulated data; and draws some generically applicable inferences to devise the approach. ASTM nondestructive evaluation standards provide requirements on signal-to-noise ratio and/or contrast-to-noise ratio in order to provide reliable flaw detection and limit false positive calls. POD analysis of inspection test data results in an estimated flaw size, denoted by α_(90/95). This flaw size has 90% POD and minimum 95% confidence. POF is also estimated in the analysis. POD demonstration requires specimens with flaws of known size. In many situations, it is very expensive to produce the large number of flaws required for the POD analysis. In some situations, only real flaws can truly represent the flaws for demonstration. Real flaws of correct size and location in part configuration specimen may be difficult to produce, if not impossible. Here, an engineering analysis approach is devised using simulation to assess reliability of NDE technique when a limited number of flaws are available for demonstration. In this simulation, a technique is considered reliable, if it provides flaw detectability size equal to or better than the theoretical α_(90/95)~(th) used in simulation and also provides a POF less than or equal to a chosen value. The paper uses simulated signal response versus flaw size data to devise the approach. Linear correlation is used between the signal response data and flaw size. POD software mh1823 uses generalized linear model (GLM) in POD analysis after transforming the flaw size and signal response, if needed, using logarithm. Therefore, this approach is in agreement with the linear signal correlation used in mh1823. Using the POD analysis of data, generic conditions on contrast-to-noise ratio and net decision threshold-to-noise ratio are derived for reliable flaw detection. In order to assess technique reliability using the engineering approach, signal response-to-flaw size correlation about the flaw size of concern is needed. In addition, measurement of noise is also needed. If the technique meets the above requirements, assumption of linear signal-to-flaw size correlation and conditions on noise, then the technique can be assessed using this analysis as it fits the underlying POD model used here. The approach is conservative and is designed to provide a larger flaw size compared to the POD approach. Such NDE technique assessment approach, although, not as rigorous as POD, can be cost effective if the larger flaw size can be tolerated. Typically, this is a situation for all quality control NDE inspections. Here, an NDE technique needs to be reliable and α_(90/95) is not estimated, but the assessed flaw size is assumed to be larger than the unknown α_(90) due to conservative factors or margins. Applicability of the approach for assessing reliability of flaw detection in x-ray radiography and 2D imaging in general is also explored.
机译:本文提供了一种使用较少数量的演示数据点评估NDE探伤检测可靠性的工程分析方法。它探讨了检测概率(POD),假阳性(POF)概率,对比度噪声比和净判定阈值与模拟数据中的阈值阈值的依赖性;并借鉴一些经过一般适用的推论来设计方法。 ASTM非破坏性评估标准提供了对信噪比和/或对比度噪声比的要求,以便提供可靠的缺陷检测并限制错误的正呼叫。 POD检测测试数据的分析导致估计缺陷尺寸,由α_(90/95)表示。这种缺陷尺寸有90%的豆荚和至少95%的信心。在分析中也估计了POF。 POD示范需要具有已知尺寸缺陷的标本。在许多情况下,生产POD分析所需的大量缺陷是非常昂贵的。在某些情况下,只有真正的缺陷可以真正代表演示的缺陷。如果不是不可能的话,可以难以生产正确尺寸和位置的实际缺陷。这里,使用仿真设计了工程分析方法,以评估NDE技术的可靠性,当有有限数量的缺陷可用于演示时。在该模拟中,如果它提供比模拟中使用的理论α_(90/95)〜(th)提供瑕疵可检测性大小,并且还提供小于或等于所选值的POF,则认为该技术是可靠的。本文采用模拟信号响应与缺陷尺寸数据来设计方法。在信号响应数据和缺陷尺寸之间使用线性相关性。 POD软件MH1823在使用对数进行转换后,使用POD分析中的广义线性模型(GLM),使用对数进行缺陷尺寸和信号响应。因此,这种方法与MH1823中使用的线性信号相关同意。利用数据的POD分析,导出了对对比度噪声比的通用条件和净判定阈值与噪声比进行了可靠的探伤。为了使用工程方法评估技术可靠性,需要对缺陷的缺陷尺寸的信号响应达到缺陷尺寸相关性。此外,还需要测量噪声。如果该技术符合上述要求,则对噪声的线性信号 - 缺陷尺寸相关性和条件的假设,然后可以使用该分析评估该技术,因为它适合此处使用的底层荚模型。该方法是保守的,并且设计用于与POD方法相比提供更大的缺陷尺寸。如果可以容忍更大的缺陷尺寸,则此类NDE技术评估方法虽然不像豆荚一样严谨,但是如果可以容忍更大的缺陷尺寸,则可能具有成本效益。通常,这是所有质量控制NDE检查的情况。这里,NDE技术需要可靠,并且估计α_(90/95),但由于保守因素或边缘而假设评估的缺陷尺寸大于未知α_(90)。还探讨了评估X射线射线照相和2D成像中缺陷检测可靠性的方法的适用性。

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