Output only system identification using complex wavelet modified second order blind identification method - A time-frequency domain approach

IF 2.2 4区 工程技术 Q2 ENGINEERING, CIVIL
C. Huang, Satish Nagarajaiah
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引用次数: 0

Abstract

This paper reviewed a few output-only system identification algorithms and identified the shortcomings of those popular blind source separation methods. To address the issues such as less sensors than the targeted modal modes (under-determinate problem), repeated natural frequencies as well as systems with complex mode shapes, this paper proposed a complex wavelet modified second order blind identification method (CWMSOBI) by transforming the time domain problem into time-frequency domain. The wavelet coefficients with different dominant frequencies can be used to address the under-determinate problem, while complex mode shapes are addressed by introducing the complex wavelet transformation. Numerical simulations with both high and low signal-to-noise ratios validate that CWMSOBI can overcome the above-mentioned issues while obtaining more accurate identified results than other blind identification methods.
输出仅系统辨识利用复小波修正二阶盲辨识方法-一种时频域方法
本文综述了几种纯输出系统识别算法,指出了目前流行的盲源分离方法的不足。针对传感器少于目标模态(欠确定问题)、固有频率重复以及系统模态振型复杂等问题,提出了一种复小波修正二阶盲识别方法(CWMSOBI),将时域问题转化为时频域问题。利用不同主频率的小波系数来解决欠定问题,引入复小波变换来解决复模态振型问题。高噪比和低信噪比的数值模拟验证了CWMSOBI可以克服上述问题,同时获得比其他盲识别方法更准确的识别结果。
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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来源期刊
Structural Engineering and Mechanics
Structural Engineering and Mechanics 工程技术-工程:机械
CiteScore
3.80
自引率
18.20%
发文量
0
审稿时长
11 months
期刊介绍: The STRUCTURAL ENGINEERING AND MECHANICS, An International Journal, aims at: providing a major publication channel for structural engineering, wider distribution at more affordable subscription rates; faster reviewing and publication for manuscripts submitted; and a broad scope for wider participation. The main subject of the Journal is structural engineering concerned with aspects of mechanics. Areas covered by the Journal include: - Structural Mechanics - Design of Civil, Building and Mechanical Structures - Structural Optimization and Controls - Structural Safety and Reliability - New Structural Materials and Applications - Effects of Wind, Earthquake and Wave Loadings on Structures - Fluid-Structure and Soil-Structure Interactions - AI Application and Expert Systems in Structural Engineering. Submission of papers from practicing engineers is particularly encouraged.
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