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首页> 外文期刊>Advances in Mechanical Engineering >Output-Only Identification of System Parameters from Noisy Measurements by Multiwavelet Denoising
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Output-Only Identification of System Parameters from Noisy Measurements by Multiwavelet Denoising

机译:多小波去噪从噪声测量中仅输出系统参数

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摘要

In this paper we estimate the parameters of a multidimensional system from a record of noisy output measurements by using a multiwavelet denoising technique. In this output-only identification scheme, we extend wavelet denoising methods to the multiwavelet case. After the noise has been removed from the output records by wavelet methods, either full model identification or deterministic subspace identification can be performed. In the former case, full information on the system such as modal values and shapes becomes available by postprocessing. In the latter case, the observable modal values of the system as well as modal shapes at the sensor locations can be extracted from the identified parameters. Additionally, we discuss the requirements on the measuring devices to be compatible with wavelet transforms of a particular type. The validity and merit of the developed scheme are illustrated by examples of numerically simulated and experimentally measured signals, including comparisons with stochastic identification methods.
机译:在本文中,我们通过使用多小波去噪技术,从记录噪声输出的记录中估算出多维系统的参数。在这种仅输出识别方案中,我们将小波去噪方法扩展到多小波的情况。通过小波方法将噪声从输出记录中删除后,可以执行完整模型识别或确定性子空间识别。在前一种情况下,有关系统的全部信息(如模态值和形状)可通过后处理获得。在后一种情况下,可以从识别出的参数中提取系统的可观测模态值以及传感器位置处的模态形状。此外,我们讨论了对测量设备的要求,以使其与特定类型的小波变换兼容。通过数值模拟和实验测量的信号示例(包括与随机识别方法的比较)说明了所开发方案的有效性和优点。

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