Uncertainty quantification of modal properties of Rainbow Bridge from multiple-setup OMA data

IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL
Zuo Zhu , Siu-Kui Au , James Brownjohn , Ki Young Koo , Tomonori Nagayama , James Bassitt
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引用次数: 0

Abstract

Operational modal analysis (OMA) has been increasingly applied to identify the modal parameters of a constructed structure, due to its high economy in implementation. However, due to the absence of loading information, the identified modal parameters are often associated with significantly higher uncertainty compared to their counterparts in free or forced vibration tests. Quantifying the identification uncertainty, and hence precision, is therefore especially relevant in OMA. On the other hand, it is also necessary to manage the uncertainty during the planning stage for an ambient vibration test. For example, to achieve a certain identification precision, how long should the data be collected? Contributing to uncertainty quantification and management in OMA, this paper presents work on full-scale vibration testing on a suspension bridge. Eight triaxial accelerometers were deployed for the test. Each was paired with a synchronised data logger capable of storing data locally in a distributed manner. ‘Uncertainty laws’, which are closed-form asymptotic expressions explaining identification uncertainty in terms of test configurations, were applied for planning the test. Four setups were carried out in the ambient vibration test to cover 26 measurement locations. Modal identification is challenged by the low signal/noise level due to the heavy double-deck girder and the first two vertical modes occurring at very close frequencies. A recently developed Bayesian multiple-setup approach is used to identify the modal properties in terms of their most probable value and identification uncertainty. The results are compared with those obtained by a conventional method. The test configuration is also assessed based on the computed uncertainties and uncertainty laws. Lessons learnt are discussed.
基于多组OMA数据的彩虹桥模态特性不确定性量化
由于运行模态分析具有较高的经济性,它已越来越多地应用于确定已建成结构的模态参数。然而,由于缺乏加载信息,与自由或强制振动试验中的模态参数相比,识别出的模态参数通常具有更高的不确定性。因此,量化识别的不确定性,从而提高准确性,在OMA中尤为重要。另一方面,在环境振动试验的规划阶段,也有必要对不确定性进行管理。例如,要达到一定的识别精度,应该采集多长时间的数据?本文介绍了悬索桥全尺寸振动测试工作,为OMA中的不确定性量化和管理提供参考。试验部署了8个三轴加速度计。每个都配有一个同步数据记录器,能够以分布式方式在本地存储数据。“不确定性定律”是一种封闭形式的渐近表达式,解释了测试配置的识别不确定性,用于规划测试。在环境振动测试中进行了四次设置,覆盖26个测量位置。由于双层梁的重量和前两个垂直模态发生在非常接近的频率,模态识别受到了低信号/噪声水平的挑战。最近发展的贝叶斯多重设置方法用于识别模态属性的最可能值和识别不确定性。并与常规方法进行了比较。根据计算出的不确定度和不确定度规律对试验配置进行了评估。讨论吸取的教训。
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
Engineering Structures
Engineering Structures 工程技术-工程:土木
CiteScore
10.20
自引率
14.50%
发文量
1385
审稿时长
67 days
期刊介绍: Engineering Structures provides a forum for a broad blend of scientific and technical papers to reflect the evolving needs of the structural engineering and structural mechanics communities. Particularly welcome are contributions dealing with applications of structural engineering and mechanics principles in all areas of technology. The journal aspires to a broad and integrated coverage of the effects of dynamic loadings and of the modelling techniques whereby the structural response to these loadings may be computed. The scope of Engineering Structures encompasses, but is not restricted to, the following areas: infrastructure engineering; earthquake engineering; structure-fluid-soil interaction; wind engineering; fire engineering; blast engineering; structural reliability/stability; life assessment/integrity; structural health monitoring; multi-hazard engineering; structural dynamics; optimization; expert systems; experimental modelling; performance-based design; multiscale analysis; value engineering. Topics of interest include: tall buildings; innovative structures; environmentally responsive structures; bridges; stadiums; commercial and public buildings; transmission towers; television and telecommunication masts; foldable structures; cooling towers; plates and shells; suspension structures; protective structures; smart structures; nuclear reactors; dams; pressure vessels; pipelines; tunnels. Engineering Structures also publishes review articles, short communications and discussions, book reviews, and a diary on international events related to any aspect of structural engineering.
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