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A hybrid output-only scheme for precise modal estimation and uncertainty quantification of large-scale structure through vibration-based measurements

  • Mengmeng Sun
  • , Qiusheng Li*
  • , Shiji Huang
  • *Corresponding author for this work

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Abstract

In structural health monitoring or operational modal analysis, owing to unknown or unmeasured ambient excitation information, only structural responses are typically available for modal identification. In this context, bias and variance (uncertainty) errors inevitably exist in modal estimates (especially damping estimates), resulting in inaccurate determinations of structural dynamic properties. To this end, a hybrid output-only scheme based on the second-order blind identification, block bootstrap, and enhanced covariance-driven stochastic subspace identification algorithm with first-order perturbation is presented in this paper to perform precise modal estimation and uncertainty quantification. The accuracy and effectiveness of the hybrid scheme in performing modal identification are verified by numerical simulation study of a framework structure. Furthermore, the hybrid method is applied to analyze recorded acceleration responses of a supertall building with 600 m height during Typhoon Kompasu by considering different sensor setups to verify its applicability and robustness in practical applications, and further investigates the dynamic properties of the skyscraper and their variations during the typhoon. The numerical simulation and field measurement studies demonstrate that the hybrid scheme can effectively reduce the bias errors and quantify the variance errors in modal estimates through a single ambient vibration test, thereby improving the confidence and accuracy of modal identification. Notably, the hybrid method is an effective tool to perform high-accuracy modal estimation and uncertainty quantification for large-scale structures under ambient excitations. © 2024 Institution of Structural Engineers
Original languageEnglish
Article number105898
Number of pages21
JournalStructures
Volume60
Online published18 Jan 2024
DOIs
Publication statusPublished - Feb 2024

Funding

The work described in this paper was fully supported by grants from the Science, Technology and Innovation Commission of Shenzhen Municipality (Project No: SGDX2020110309300301, JCYJ20220818101201003), the National Natural Science Foundation of China (Project No: 51978593, 52278538), and the Research Grants Council of Hong Kong (Project No: CityU 11204020, CityU 11213523).

Research Keywords

  • Block bootstrap
  • Field measurement
  • Modal properties
  • Operational modal analysis
  • Supertall building
  • Uncertainty quantification

RGC Funding Information

  • RGC-funded

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