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Direct Use of the Savitzky–Golay Filter to Develop an Output-Only Trend Line-Based Damage Detection Method

机译:直接使用Savitzky-Golay滤波器开发仅基于趋势线的损伤检测方法

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摘要

The Savitzky–Golay filter (SGF) is a time-domain technique that determines a trend line for a signal. The direct application of SGF for damage localization and quantification is investigated in this paper. Therefore, a single-stage trend line-based damage detection method employing SGF is proposed in which the damage is located and quantified at the bridge under moving load. A simply supported beam under moving sprung mass is numerically simulated to verify the proposed method. Four different velocities and five different single- and multi-damage scenarios are considered. The acceleration data along the beam are obtained, manually polluted with noise and their trend lines are then determined using SGF. The results show that the proposed method can accurately locate and quantify the damage using these trend lines. It is proved that the proposed method is insensitive to the noise and velocity variation in which having a constant velocity is a hard task before and after damage. Additionally, defining a normalization factor and fitting a Gaussian curve to this factor provide an estimation for the baseline and therefore, it categorizes the proposed method as baseline-free method.
机译:Savitzky-Golay滤波器(SGF)是一种时域技术,可确定信号的趋势线。本文研究了SGF在损伤定位和量化中的直接应用。因此,提出了一种采用SGF的基于趋势线的单阶段损伤检测方法,其中损伤位于移动载荷作用下的桥梁处并进行量化。数值模拟了在运动的簧载质量下的简单支撑梁,以验证所提出的方法。考虑了四种不同的速度以及五种不同的单损伤和多损伤方案。获得沿波束的加速度数据,用噪声手动污染,然后使用SGF确定其趋势线。结果表明,所提出的方法可以利用这些趋势线准确地定位和量化损伤。事实证明,该方法对噪声和速度变化不敏感,在噪声和速度变化中,恒定速度是损伤前后的一项艰巨任务。此外,定义归一化因子并将高斯曲线拟合到该因子可提供对基线的估计,因此,将提出的方法归类为无基线方法。

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