Compressive sensing-based construction of high-resolution mode shapes for updating bridge boundary constraints

IF 3.6 2区 工程技术 Q1 ENGINEERING, CIVIL
Yi He, Zhipeng Li, Judy P. Yang
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Abstract

In this study, a method of finite element model updating is proposed to quantitatively identify bridge boundary constraints using the high-resolution mode shapes of a bridge. The high-resolution mode shapes are first identified from the responses measured by few randomly distributed sensors using the compressive sensing theory, which is innovatively implemented in the spatial domain with a proposed basis matrix. To speed up finite element updating, the frequency and modal assurance criterion Kriging models are then established to approximate the implicit relation between boundary constraints and bridge modal parameters including frequencies and mode shapes, serving as surrogate models for the bridge finite element model. By adopting the surrogate models in finite element updating, the objective functions of frequencies and mode shape indicators are optimized by a multi-objective genetic algorithm. The numerical examples as well as an actual laboratory experiment have shown that the mode shapes and boundary constraints of a bridge can be identified precisely and efficiently by the proposed method, even for a continuous and variable cross-sectional bridge.

Abstract Image

基于压缩传感技术构建高分辨率模态振型,用于更新桥梁边界约束条件
本研究提出了一种有限元模型更新方法,利用桥梁的高分辨率模态振型来定量识别桥梁边界约束。高分辨率模态振型首先是利用压缩传感理论从少数随机分布的传感器测得的响应中识别出来的,并通过提出的基矩阵在空间域中创新性地实现了这一理论。为了加快有限元更新,建立了频率和模态保证准则克里金模型,以近似边界约束与桥梁模态参数(包括频率和模态振型)之间的隐含关系,作为桥梁有限元模型的代用模型。通过在有限元更新中采用代用模型,利用多目标遗传算法对频率和模态振型指标的目标函数进行优化。数值实例和实际实验室实验表明,即使是连续和变截面桥梁,也能通过所提出的方法精确有效地确定桥梁的模态振型和边界约束。
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来源期刊
Journal of Civil Structural Health Monitoring
Journal of Civil Structural Health Monitoring Engineering-Safety, Risk, Reliability and Quality
CiteScore
8.10
自引率
11.40%
发文量
105
期刊介绍: The Journal of Civil Structural Health Monitoring (JCSHM) publishes articles to advance the understanding and the application of health monitoring methods for the condition assessment and management of civil infrastructure systems. JCSHM serves as a focal point for sharing knowledge and experience in technologies impacting the discipline of Civionics and Civil Structural Health Monitoring, especially in terms of load capacity ratings and service life estimation.
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