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Output only modal identification and structural damage detection using time frequency & wavelet techniques 被引量:14
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作者 S.Nagarajaiah B.Basu 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2009年第4期583-605,共23页
The primary objective of this paper is to develop output only modal identification and structural damage detection. Identification of multi-degree of freedom (MDOF) linear time invariant (LTI) and linear time vari... The primary objective of this paper is to develop output only modal identification and structural damage detection. Identification of multi-degree of freedom (MDOF) linear time invariant (LTI) and linear time variant (LTV--due to damage) systems based on Time-frequency (TF) techniques--such as short-time Fourier transform (STFT), empirical mode decomposition (EMD), and wavelets--is proposed. STFT, EMD, and wavelet methods developed to date are reviewed in detail. In addition a Hilbert transform (HT) approach to determine frequency and damping is also presented. In this paper, STFT, EMD, HT and wavelet techniques are developed for decomposition of free vibration response of MDOF systems into their modal components. Once the modal components are obtained, each one is processed using Hilbert transform to obtain the modal frequency and damping ratios. In addition, the ratio of modal components at different degrees of freedom facilitate determination of mode shape. In cases with output only modal identification using ambient/random response, the random decrement technique is used to obtain free vibration response. The advantage of TF techniques is that they arc signal based; hence, can be used for output only modal identification. A three degree of freedom 1:10 scale model test structure is used to validate the proposed output only modal identification techniques based on STFT, EMD, HT, wavelets. Both measured free vibration and forced vibration (white noise) response are considered. The secondary objective of this paper is to show the relative ease with which the TF techniques can be used for modal identification and their potential for real world applications where output only identification is essential. Recorded ambient vibration data processed using techniques such as the random decrement technique can be used to obtain the free vibration response, so that further processing using TF based modal identification can be performed. 展开更多
关键词 Time-frequency methods short time Fourier transform Hilbert transform WAVELETS modal identificationoutput only structural health monitoring damage detection
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多层前向神经网络建模及其在火电厂系统辨识中的应用 被引量:1
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作者 杨超 周怀春 於正前 《自动化与仪器仪表》 2003年第5期21-23,共3页
本文采用前向反馈型神经网络 ,建立了一个火力发电厂双输入双输出系统的辨识模型。利用MATLAB5 .3神经网络工具箱编程 ,以湖南湘潭电厂一台 30万千瓦机组的输入输出参数的实测数据作为学习样本训练网络模型 ,并在训练好的模型基础上给... 本文采用前向反馈型神经网络 ,建立了一个火力发电厂双输入双输出系统的辨识模型。利用MATLAB5 .3神经网络工具箱编程 ,以湖南湘潭电厂一台 30万千瓦机组的输入输出参数的实测数据作为学习样本训练网络模型 ,并在训练好的模型基础上给出了系统多步步长的预测结果及调门开度的单位阶跃响应曲线。结果表明这种方法收敛速度快、误差小、精度高 。 展开更多
关键词 火电厂 系统辨识 前向反馈型神经网络 双输入双输出模型 人工神经网络 建模
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