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1.
本文针对输电塔结构的损伤特点,提出了基于统计过程控制理论和小波包分析实现输电塔结构损伤预警的方法。首先将振动测试信号进行小波包分解,然后以小波包系数节点能量作为识别损伤的特征向量建立相应的损伤因子,通过统计过程控制理论计算其单侧置信上限,实现输电塔结构的损伤预警。为了证明该方法,对一个三层输电塔结构模型进行了试验研究,结果表明该方法能够有效地识别损伤的发生。 相似文献
2.
利用小波变换时-频局部化性能,提出了基于小波能量分布向量的结构损伤识别方法。首先建立无损结构响应信号小波能量分布的总体向量;其次,将实测动力响应信号分解为小波包组分,计算其小波能量分布向量(样本向量);通过样本向量和总体向量之间的马氏距离识别损伤。该方法仅利用单测点结构响应数据进行损伤识别,实验方便,计算简单,并通过钢梁试验对损伤识别方法进行了试验验证,识别结果表明小波能量分布向量是一个比较好的结构损伤指标。 相似文献
3.
环境激励下大跨悬索桥实测损伤预警指标的变异性 总被引：1，自引：0，他引：1
基于小波包分析技术从悬索桥的加速度振动响应中提取出小波包能量比,进而定量地分析了由环境激励所引起的实测小波包能量比的变异性。首先,采用多样本平均技术消除了由识别算法所带来的小波包能量比的固有随机性,得到了小波包能量比的日平均值;其次,通过建立季节相关性模型得到了温度对小波包能量比影响的定量评价;最后,分别建立交通荷载和风与小波包能量比的相关性模型,并定量评价了交通荷载和风对小波包能量比的影响。分析结果表明,温度和固有随机性是小波包能量比变异性的最主要来源,而交通荷栽和风所引起的变异性较小。由于温度和小波包能量比的季节相关性模型可以有效地消除温度和固有随机性对小波包能量比的影响,因此当季节相关性模型偏离这种正常状态的模型时,就可以对悬索桥做出损伤预警。 相似文献
4.
为了建立＂环境因素归一化＂的苏通大桥主梁损伤预警方法,本文对苏通大桥主梁240天的小波包能量谱与温度实测数据进行了季节相关性研究。分析结果表明,苏通大桥主梁的小波包能量谱与温度具有明显的季节相关性,其特征频带能量比的日平均值,随着温度的季节变化在一年中可以发生平均约200%的变化。在此基础上,采用6次多项式模型对小波包能量谱—温度进行了统计建模,并采用均值控制图法对特征频带能量比的异常变化进行了统计模式识别。结果表明,运用本文方法可以有效地消除温度的季节变化对斜拉桥实测小波包能量谱的影响,较好地识别出结构损伤引起的特征频带能量比10%的异常变化,适合于苏通大桥主梁的实时在线监测。 相似文献
5.
研究了从天然地震和人工爆破事件的波形记录中提取出来的能量比特征在天然地震和人工爆破事件的自动识别中的有效性及适用性。对波形记录进行了4层小波变换,然后对变换得到的小波系数提取能量比特征,最后利用支持向量分类机ν-SVC进行识别效果检验。实验证明,由bior2.2小波包分解后提取出来的能量比特征对天然地震和人工爆破事件的识别效果很好,可用于实际的自动识别系统作为识别判据之一。 相似文献
6.
利用sym5小波包基函数对小震级天然地震和人工爆破波形进行4层小波包分解并绘制了时频谱图.通过时频谱图可直观得出, 爆破频率成分简单, 时频谱聚集性较好. 为寻求定量的识别指标, 综合P波和S波小波包变换结果, 提出并定义了P/S能量比. 分析识别效果较好的 P/S能量比判据得出爆破的P波主频集中在频段3.125—9.375 Hz处, 地震频率成分较复杂, S波在高频12.5—23.4375 Hz处也较发育, 在这些频段上, 爆破的P波与S波差异要大于地震的P波与S波差异. 作为小波包判据研究的补充, 文中也提取分析了P波的能量比与S波的能量比. 能量比判据识别结果表明, 人工爆破与天然地震的频率成分存在差异, 通过小波包变换能够提取有效的识别判据. 相似文献
7.
为研究基于损伤指数对层状管道结构损伤程度识别的可行性，创造性地采用小波包分解方法，以损伤指数为参数，分别研究损伤径向深度与损伤指数的关系和多种轴向位置损伤对损伤指数的影响。使用有限元分析软件ABAQUS,建立在同一轴向位置且多种径向损伤深度的层状管道结构模型，对压电元件位置提取的压电传感信号进行5层小波包分解，计算损伤指数值，将其组成损伤指数矩阵。针对同一轴向损伤位置，结合多种损伤程度组成损伤指数矩阵，分析损伤径向深度与损伤指数的关系并建立拟合曲线。随后改变损伤轴向位置且径向损伤深度同样递增，建立有限元模型，并获得相应的损伤指数拟合曲线。结果表明：在同一损伤轴向位置处，损伤指数拟合曲线都随着损伤径向深度的增加而呈现出先减后增的变化趋势；当改变损伤轴向位置时，损伤与信号接收位置轴向距离的增加使损伤指数的变化幅度减缓，但不改变曲线的总体趋势。研究结果表明：针对传感信号采用小波包分解方法，获得的损伤径向深度与损伤指数的拟合曲线可用于层状管道结构损伤程度的识别，并且该损伤程度识别方法受与信号接收位置轴向距离的限制较小，为快速诊断层状管道结构损伤程度提供了有效的有限元分析方法。 相似文献
8.
基于小波分析和神经网络的框架结构损伤诊断方法 总被引：24，自引：5，他引：24
本文提出了基于“能量—损伤”原理，综合利用小波包分析和神经网络的框架结构损伤诊断方法。在结构损伤诊断中，时域信号经小波分析后其缺损特征会更加明显，把分布在不同频带的结点能量作为神经网络的训练样本能够很好地反映结构缺损特征。以美国土木工程师学会提出的基准结构为例，阐述了结构损伤的发生、位置和程度诊断过程，取得了令人满意的结果。 相似文献
9.
小波分析在土木工程领域中的应用 总被引：30，自引：0，他引：30
简要介绍了一维小波分析的基本原理和分类，及其在土木工程领域的主要应用。重点论述了小波变换在结构损伤检测方面的应用。由小波分析的数据中提取人工神经网络的训练样本能够更好的反应结构缺损特征，故小波分析或以小波分析为基础的人工神经网络方法是结构损伤识别的一种很有前途的方法。 相似文献
10.
小波分析在结构损伤识别中的应用 总被引：1，自引：0，他引：1
为提高结构损伤识别方法的准确性和适用性,将小波分析引入到结构损伤识别中。本文首先介绍了小波分析的基本原理,然后详细论述了小波分析用于结构损伤识别的三种方法:基于时域响应的方法、基于空间域响应的方法和小波分析与其他方法联合使用,接着分析了各种方法的应用现状、适用范围和存在的问题。通过比较可以看出小波分析用于结构损伤识别有着广阔的应用前景,本文最后针对进一步研究的方向提出了五点建议。 相似文献
11.
为高效准确识别桥梁结构损伤,将深度学习与结构动力特性相结合,提出基于双层深度置信网络的桥梁结构损伤识别方法。首先取结构前3阶竖向振动频率和跨中节点前3阶竖向振动模态位移为参数,将其共同作为首层深度置信网络(DBN)的输入数据对结构的损伤位置进行识别;然后以1阶竖向振动的模态位移差作为参数,基于二层DBN对结构损伤程度进行预测;最后以郑许市域铁路桥梁为例进行验证。计算结果显示,当不考虑误差时,基于双层深度置信网络的结构损伤方法进行识别且结果精确;当噪声程度不超过10%时,定位识别结果准确率达100%;当噪声程度不超过15%时,定量识别结果最大绝对误差限不超过1.15%,识别结果准确;与传统的BP神经网络方法相比,本方法识别精度更高,抗噪性更强。 相似文献
12.
Structural health monitoring of long-span suspension bridges using wavelet packet analysis 总被引：1，自引：0，他引：1
During the service life of civil engineering structures such as long-span bridges, local damage at key positions may continually accumulate, and may finally result in their sudden failure. One core issue of global vibration-based health monitoring methods is to seek some damage indices that are sensitive to structural damage. This paper proposes an online structural health monitoring method for long-span suspension bridges using wavelet packet transform (WPT). The WPT- based method is based on the energy variations of structural ambient vibration responses decomposed using wavelet packet analysis. The main feature of this method is that the proposed wavelet packet energy spectrum (WPES) has the ability to detect structural damage from ambient vibration tests of a long-span suspension bridge. As an example application, the WPES-based health monitoring system is used on the Runyang Suspension Bridge under daily environmental conditions. The analysis reveals that changes in environmental temperature have a long-term influence on the WPES, while the effect of traffic loadings on the measured WPES of the bridge presents instantaneous changes because of the nonstationary properties of the loadings. The condition indication indices VD reflect the influences of environmental temperature on the dynamic properties of the Runyang Suspension Bridge. The field tests demonstrate that the proposed WPES-based condition indication index VD is a good candidate index for health monitoring of long-span suspension bridges under ambient excitations. 相似文献
13.
A method based on empirical-mode decomposition (EMD) and vector autoregressive moving average (VARMA) model is proposed for structural damage detection. The basic idea of the method is that the structural damages can be identified as the abrupt changes in energy distribution of structural responses at high frequencies. Using the time-varying VARMA model to represent the intrinsic mode functions (IMFs) obtained from the EMD of vibration signal, we define a damage index according to the VARMA coefficients. In the two examples given, the Imperial County Services Building and the Van Nuys hotel are used as the benchmark structures to verify the effectiveness and sensitivity of the damage index in real environments with the presence of actual noise. The analysis results show that the damage index can indicate the occurrence and relative severity of structural damages at multiple locations in an efficient manner. The damage index can also be potentially used for structural health monitoring, since it is based on the time-varying VARMA coefficients. Finally, some recommendations for future research are provided. 相似文献
14.
阻尼器是一种效果良好的减震装置,将阻尼器安装于结构中能够适时为结构体系提供阻尼力,从而减小地震作用对结构的破坏。黏滞阻尼器对振动的反应比较敏感,在结构受到较小振动时就可以发挥其减震效果,其阻尼力会随着振动周期和使用状态温度的不同而变化。当地震发生时,安装在结构中的阻尼器会消减地震作用,降低传导到主结构体系的地震能量,减小结构相对位移。本文介绍了黏滞阻尼器的工作原理和安装有黏滞阻尼器的结构体系的阻尼比的计算方法,对减震结构的减震效果的评析方法做出探讨,并以一安装有黏滞阻尼器的台湾某既有钢框架结构为例,分析了(1)该结构在遭受地震作用时的地震反应;(2)该结构体系在不同地震作用水平时的阻尼比,包括主体结构阻尼比和黏滞阻尼器阻尼比;(3)结构安装黏滞阻尼器后的减震效果。实例对本文的减震评析方法和减震效果进行了说明和分析,计算及分析结果表明利用黏滞阻尼器加固既有结构能够取得较好的减震效果,本文所提减震效果评析方法是一种实用有效的评析方法,对类似工程的减震评析具有一定的参考价值。 相似文献
15.
R. Ditommaso S. Parolai M. Mucciarelli S. Eggert M. Sobiesiak J. Zschau 《Bulletin of Earthquake Engineering》2010,8(3):705-722
The response of the soil-structure system near the Falkenhof Tower, Potsdam, Germany, has been monitored during the controlled
explosion of a bomb dating to World War II. We installed eight 3-component velocimetric stations within the building and three
in the surrounding area. We recorded several hours of seismic noise before and after the explosion, allowing the dynamic characterization
of the structure both with ambient noise and forced vibration. We then compared the frequencies values and modal shapes of
the structural modes evaluated both by analysing in the frequency domain the transfer functions and in the time-domain the
different signals. Moreover, we carried out an interferometric analysis of the recorded signals in order to study the structural
behaviour and to characterize the soil-structure interaction. Furthermore, we used normalized Short Time Fourier Transform
(STFT) for the continuous monitoring of the structural response, in order to highlight possible frequency variations of the
structural mode of vibration, and therefore of the structure’s behaviour. To assess structural frequencies and to compare
them with those evaluated by transfer functions, we used azimuth-dependent Fourier spectra. We also verified the suitability
of the Horizontal-to-Vertical Spectral Ratio (HVSR) for estimating the dynamic characteristics of buildings when only single
station seismic noise measurements are available. Regarding the structure-soil interaction, we identified the presence of
a wave field back-radiated from the structure within the low amplitude seismic noise signal. In fact, in the free-field seismic
noise recording spectra, peaks at frequencies consistent with those of the first two modes of the structure were recognized. 相似文献
16.
Vibration‐based damage assessment of steel structure using global and local response measurements 
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下载免费PDF全文 Damage assessment of a structure involves acquiring and identifying dynamic characteristics of the structure and using these characteristics to evaluate behavior and performance. In this study, an unsymmetrical three‐story steel structure (fabricated with one weak column in the first floor) was tested on shaking table and subjected to a series of earthquake excitations with increasing level of excitation back to back. Besides, white noise excitation was also applied in between the earthquake excitation to serve as the reference state. Both the traditional sensing system (accelerometer and linear variable differential transformer) and the local optical tracker system were implemented in the structure to collect the vibration‐based responses. For operational modal analysis, structural response from white noise excitation will be used in this study. First, the traditional system identification using global response data is used (multivariate autoregressive (AR)‐model) to extract system natural frequencies and mode shapes from all different set of white noise responses after earthquake excitation. The migration of AR‐coefficient ellipse error from each sensor response was used to identify the damage location. Second, blind source separation technique was used to identify the modal contribution of the structure from each test, which provide information to detect the damage severity. Finally, from the local optical tracker array data, the principal component analysis was applied to quantify the earthquake‐induce local stress of the structural member. Combine the result from damage detection using global measurement and the identified local element stress, one can locate and quantify the damage. Copyright © 2015 John Wiley & Sons, Ltd. 相似文献
17.
为探讨村镇建筑低层砌体结构在大震下的动力响应及损伤分布情况,基于农居结构性能实地调查与检测,在有限元软件ABAQUS中建立了不同抗震构造措施的砌体结构有限元模型,并进行结构动力特性及大震下弹塑性时程的分析,对比它们的自振特性参数、位移响应参数及损伤破坏形态。分析表明,低层砌体结构合理设置构造柱后结构自振周期略有减小,但振型不变;在弹性变形阶段构造柱能有效约束结构的动力位移响应,进入塑性变形后构造柱可提高砌体结构的耗能能力,但值得注意的是,结构刚度退化后构造柱会加剧纵横向抗侧刚度的不均衡性;低层砌体结构合理设置圈梁构造柱可有效抑制承重横墙的裂缝发展及楼屋盖发生支座失效破坏,且可以明显削弱结构的扭转效应。 相似文献
18.
Studies of structural responses and damage to high-frequency blast motion are very limited. Current practice uses some empirical allowable ground vibration limits in assessing structural performance. These empirical limits overlook the physical parameters that govern structural response and damage, such as the ground motion characteristics and inherent structural properties. This paper studies the response of RC frame structures to numerically simulated underground blast-induced ground motions. The structural response and damage characteristics of frame structures to ground motions of different frequencies are investigated first. The effects of blast ground motion spatial variations and soil–structure interaction on structural responses are also studied. A suitable discrete model that gives accurate response prediction is determined. A damage index defined based on the accumulated plastic hinge rotation is used to predict structural damage level. Numerical results indicated that both the low structural vibration modes (global modes) and the first elemental vibration mode (local) might govern the dynamic structural responses depending on the ground motion frequency and structural response parameters under consideration. Both ground motion spatial variations and soil–structure interaction effects are prominent. Neglecting them might yield inaccurate structural response prediction. The overall structural response and damage are highly ground motion frequency dependent. Numerical results of structural damage are also compared with some test results obtained in a previous study and with code specifications. Discussions on the adequacy of the code allowable ground vibration limits on RC frame structures are also made. 相似文献
19.
目前的既有钢混结构地震损伤研究没有同时考虑不同抗震设计规范差异和耐久性两个因素对结构抗震性能的影响，且损伤指标较简单，在动力损伤分析中也存在局限。基于云模型的特点，提出了包括弹塑性耗能差率、刚度损伤指数、层间位移角和顶点位移角的多元结构损伤状态综合评估方法，能够同时考虑结构各损伤指数的随机性和模糊性。考虑不同版本抗震设计规范造成的结构性能差异和耐久性下降对结构性能的影响，设计3个典型五层钢混框架结构，进行增量动力分析，验证损伤评估方法的准确性。结果表明：随着抗震规范版本的更新，结构的损伤程度有适当减轻；同一结构的损伤程度因混凝土碳化作用先减轻后加重；采用弹塑性耗能差率表征既有结构的地震损伤效果优于刚度损伤指数；基于多指标云模型损伤评估方法获得的云模型综合隶属度和综合损伤值能够更加细化和精确地描述结构损伤状态。 相似文献
20.
为仅利用结构损伤状态的柔度矩阵对结构进行损伤程度识别，先对损伤状态的均匀荷载面曲率曲线进行最小二乘法拟合。根据曲率曲线差判断结构的损伤位置，对损伤位置的点进行剔除后，再利用未损伤位置上的点进行局部最小二乘法拟合，代替损伤前的均匀荷载面曲率曲线，用于结构的损伤定位与定量。通过一简支梁数值算例，先以理论的二次多项式进行拟合，考虑单损伤和多损伤的情况，进行损伤识别分析，再分析多项式次数、测点数目以及不同噪声水平对损伤定量精度的影响。结果表明:在一定范围内，次数越高拟合误差越小，但差别不明显，采用理论的二次多项式拟合即可满足结构损伤识别要求，无噪声的情况下，测点数目减半不影响损伤识别的精度，该方法具有一定的抗噪声能力。 相似文献