Improvements in the estimation of b value: Limits of the power law

R. Sheoran, P. Datt, J. Shahi, P. K. Srivastava
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Abstract

The mechanical health of any composite specimen can be monitored by recording the acoustic emissions (AE) from the surface and hence can be used to predict mechanical fracturing of the material. The AE technique, which is a nondestructive and noninvasive technique, is a common method to monitor the mechanical health of a structure/material. The AE data emanated from a specimen under mechanical stress appears to follow power law distribution that can be used to estimate the power exponent (b value). It has been observed that empirical data do not completely follow power law, which in turn makes the estimation to be significantly erroneous. Some attempts have been made by the researchers in the past to filter out the non‐power law parts of the dataset; however, issues such as choice of upper and lower bounds and fixed values of these bounds for different types of datasets remain a challenge for efficient and robust estimation of b value. In the presented work, an attempt has been made to rectify the inherent shortcomings of b value and improved b value (ib value) estimation methodology. The proposed method, which is computationally light to implement, has been verified on some synthetic and experimental datasets. The results show promising improvements in the estimation of b value parameter from the previous reported methods in the literature.
b值估计的改进:幂律的极限
任何复合材料试样的机械健康都可以通过记录表面的声发射(AE)来监测,因此可以用来预测材料的机械断裂。声发射技术是一种非破坏性和非侵入性的技术,是监测结构/材料机械健康的常用方法。在机械应力作用下试样发出的声发射数据呈现幂律分布,可用于估计幂指数(b值)。已经观察到,经验数据并不完全遵循幂律,这反过来又使估计显着错误。过去,研究人员已经尝试过滤掉数据集的非幂律部分;然而,对于不同类型的数据集,诸如上界和下界的选择以及这些边界的固定值等问题仍然是对b值的有效和稳健估计的挑战。本文试图纠正b值固有的缺陷,改进b值(ib值)估计方法。该方法计算量小,已在一些合成数据集和实验数据集上进行了验证。结果表明,与以往文献报道的方法相比,b值参数的估计有了很大的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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