{"title":"Monitoring story stiffness variations in RC buildings under varying seismic intensities using enhanced Hilbert-Huang transform","authors":"Omid Bahar, Sina Amirsardari, Soheil Ramezani","doi":"10.1007/s10518-025-02235-5","DOIUrl":null,"url":null,"abstract":"<div><p>Reinforced concrete (RC) structures are continuously exposed to aging, environmental effects, and extreme events such as earthquakes, resulting in progressive stiffness degradation and increased vulnerability. Accurate, time-resolved assessment of stiffness variations is essential for structural health monitoring (SHM) and seismic performance evaluation. This study proposes a novel framework based on the Enhanced Hilbert-Huang Transform (EHHT), integrating Empirical Mode Decomposition (EMD) and a newly defined Instantaneous Total Amplitude (ITA), to identify story-level stiffness variations. Unlike traditional frequency-domain methods that rely on stationarity assumptions, the proposed approach enables extraction of noise-resilient and physically interpretable stiffness patterns under both linear and nonlinear responses. The dynamic equilibrium equation is reformulated in the time-frequency domain, allowing for robust estimation of stiffness while minimizing the impact of modeling uncertainties, high-frequency noise, and permanent deformations. The method is validated through numerical and experimental studies, including a four-story RC frame with nonlinear behavior and a full-scale five-story RC structure tested on the UCSD-NEES shake table. Comparative analysis with analytical formulations, Power Spectral Density (PSD-based) operational modal analysis, and modal flexibility confirms the superior performance of the EHHT-based method. Findings highlight that stiffness degradation may occur even under weak ground motions, and that characteristics derived from strong shaking may not represent post-seismic conditions accurately. Instead, ambient vibration data recorded after seismic events are more suitable for reliable model updating. The proposed EHHT framework offers a theoretically sound and practically applicable tool for post-earthquake stiffness monitoring in civil infrastructure.</p></div>","PeriodicalId":9364,"journal":{"name":"Bulletin of Earthquake Engineering","volume":"23 13","pages":"5399 - 5427"},"PeriodicalIF":4.1000,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Bulletin of Earthquake Engineering","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s10518-025-02235-5","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, GEOLOGICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Reinforced concrete (RC) structures are continuously exposed to aging, environmental effects, and extreme events such as earthquakes, resulting in progressive stiffness degradation and increased vulnerability. Accurate, time-resolved assessment of stiffness variations is essential for structural health monitoring (SHM) and seismic performance evaluation. This study proposes a novel framework based on the Enhanced Hilbert-Huang Transform (EHHT), integrating Empirical Mode Decomposition (EMD) and a newly defined Instantaneous Total Amplitude (ITA), to identify story-level stiffness variations. Unlike traditional frequency-domain methods that rely on stationarity assumptions, the proposed approach enables extraction of noise-resilient and physically interpretable stiffness patterns under both linear and nonlinear responses. The dynamic equilibrium equation is reformulated in the time-frequency domain, allowing for robust estimation of stiffness while minimizing the impact of modeling uncertainties, high-frequency noise, and permanent deformations. The method is validated through numerical and experimental studies, including a four-story RC frame with nonlinear behavior and a full-scale five-story RC structure tested on the UCSD-NEES shake table. Comparative analysis with analytical formulations, Power Spectral Density (PSD-based) operational modal analysis, and modal flexibility confirms the superior performance of the EHHT-based method. Findings highlight that stiffness degradation may occur even under weak ground motions, and that characteristics derived from strong shaking may not represent post-seismic conditions accurately. Instead, ambient vibration data recorded after seismic events are more suitable for reliable model updating. The proposed EHHT framework offers a theoretically sound and practically applicable tool for post-earthquake stiffness monitoring in civil infrastructure.
期刊介绍:
Bulletin of Earthquake Engineering presents original, peer-reviewed papers on research related to the broad spectrum of earthquake engineering. The journal offers a forum for presentation and discussion of such matters as European damaging earthquakes, new developments in earthquake regulations, and national policies applied after major seismic events, including strengthening of existing buildings.
Coverage includes seismic hazard studies and methods for mitigation of risk; earthquake source mechanism and strong motion characterization and their use for engineering applications; geological and geotechnical site conditions under earthquake excitations; cyclic behavior of soils; analysis and design of earth structures and foundations under seismic conditions; zonation and microzonation methodologies; earthquake scenarios and vulnerability assessments; earthquake codes and improvements, and much more.
This is the Official Publication of the European Association for Earthquake Engineering.