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Dissipative CLT-Based Seismic Upgrading System for RC-Framed Structures: Experimental Characterization, Numerical Modelling, and Design Guidelines
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-03-06 DOI: 10.1002/eqe.4334
Francesca Barbagallo, Erika Licciardello, Edoardo Michele Marino, Claudio Mazzotti, Luca Pozza

This paper investigates a seismic retrofit technique named e-CLT, which is part of the solution for integrated seismic and energy rehabilitation of buildings developed in the framework of the research project e-SAFE funded by the European Union's Horizon 2020 research and innovation program. According to this technique, the RC structure is cladded by means of CLT panels equipped with friction dampers, to increase lateral stiffness, strength, and energy dissipation capacity. The effectiveness of the e-CLT system has been proved by a full-scale experimental test. A finite element numerical model of the RC frame with e-CLT system has been developed and calibrated based on the experimental results. Hence, guidelines for the design of seismic strengthening of multi-storey RC framed building structures by e-CLT system have been drawn based on the results of a parametric analysis conducted on a set of RC case study frames representative of a variety of existing buildings not designed for seismic resistance.

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引用次数: 0
Beyond Direct Economic Losses: An Integrated Approach to Seismic Retrofit Considering Sustainability and Indirect Losses
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-28 DOI: 10.1002/eqe.4324
Karim Aljawhari, Roberto Gentile, Carmine Galasso

Seismic retrofit stands as a cost-effective method to strengthen vulnerable buildings and enhance the resilience of earthquake-prone communities. The selection of suitable retrofit strategies is often facilitated by decision-support schemes, which enable the comparison of various options against user-defined criteria (weighted according to stakeholder preferences). Traditional approaches, however, have predominantly emphasised monetary metrics like the costs of retrofit intervention and seismic damage repair, while overlooking other pivotal factors for more informed decision making, including environmental sustainability and indirect economic losses due to downtime. Furthermore, retrofit strategies are rarely designed to achieve the same performance objectives or risk targets before being evaluated via decision-support schemes, possibly leading to misguided comparisons and non-optimal choices. This study addresses these gaps by examining the role of indirect losses on retrofit feasibility and design by incorporating their risk-reduction benefit into conventional life-cycle cost analysis under varying seismic hazard levels. The study also explores prospective pathways for integrating sustainability metrics into decision-making by assessing the carbon footprints of buildings with a life-cycle lens, in addition to the application of carbon taxes. A case study is presented involving an older reinforced concrete (RC) frame, retrofitted using three common strategies: fibre-reinforced polymer wrapping of columns/joints, RC jacketing, and steel jacketing. Finally, the study proposes a practitioner-friendly approach for retrofit design optimisation with minimal iterations. It allows users to specify their desired seismic risk level (in terms of losses) and returns the corresponding nominal performance that must be targeted during the design process.

{"title":"Beyond Direct Economic Losses: An Integrated Approach to Seismic Retrofit Considering Sustainability and Indirect Losses","authors":"Karim Aljawhari,&nbsp;Roberto Gentile,&nbsp;Carmine Galasso","doi":"10.1002/eqe.4324","DOIUrl":"https://doi.org/10.1002/eqe.4324","url":null,"abstract":"<p>Seismic retrofit stands as a cost-effective method to strengthen vulnerable buildings and enhance the resilience of earthquake-prone communities. The selection of suitable retrofit strategies is often facilitated by decision-support schemes, which enable the comparison of various options against user-defined criteria (weighted according to stakeholder preferences). Traditional approaches, however, have predominantly emphasised monetary metrics like the costs of retrofit intervention and seismic damage repair, while overlooking other pivotal factors for more informed decision making, including environmental sustainability and indirect economic losses due to downtime. Furthermore, retrofit strategies are rarely designed to achieve the same performance objectives or risk targets before being evaluated via decision-support schemes, possibly leading to misguided comparisons and non-optimal choices. This study addresses these gaps by examining the role of indirect losses on retrofit feasibility and design by incorporating their risk-reduction benefit into conventional life-cycle cost analysis under varying seismic hazard levels. The study also explores prospective pathways for integrating sustainability metrics into decision-making by assessing the carbon footprints of buildings with a life-cycle lens, in addition to the application of carbon taxes. A case study is presented involving an older reinforced concrete (RC) frame, retrofitted using three common strategies: fibre-reinforced polymer wrapping of columns/joints, RC jacketing, and steel jacketing. Finally, the study proposes a practitioner-friendly approach for retrofit design optimisation with minimal iterations. It allows users to specify their desired seismic risk level (in terms of losses) and returns the corresponding nominal performance that must be targeted during the design process.</p>","PeriodicalId":11390,"journal":{"name":"Earthquake Engineering & Structural Dynamics","volume":"54 6","pages":"1737-1758"},"PeriodicalIF":4.3,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/eqe.4324","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143818491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-Time Hybrid Simulation With EGO-Based Online Model Updating
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-28 DOI: 10.1002/eqe.4333
Weipeng Zhong, Changle Peng, Tong Guo, Zaixian Chen, Cheng Chen, Weijie Xu

Real-time hybrid simulation (RTHS) integrates numerical simulation and physical experiment to provide an effective and efficient technique for large- or full-scale testing in size-limited laboratories. Real-time hybrid simulation with model updating (RTHSMU) further expands RTHS beyond the laboratory capacities. Numerical substructure parameters are corrected by model updating based on test data acquired from the experimentally tested physical substructure. Structures with multiple similar critical components can then be tested in a more economical and efficient way. This study presents a new model updating method for RTHSMU based on efficient global optimization (EGO). Kriging meta-model is used to construct the complex relationship between constitutive parameters and structural response errors. EGO and moving window techniques are integrated to identify model parameters to achieve efficient adaptive sampling with minimal computational cost. A two-story steel moment resisting frame with self-centering viscous dampers is used to experimentally verify the efficacy of the proposed method. Compared with widely used unscented Kalman filter, the proposed method has advantages of ease of use and shows similar or better performance. Identified parameters from the proposed method are further shown to effectively improve the accuracy of structural responses under different ground motion excitations.

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引用次数: 0
Generalized Ordinal Regression Models for Seismic Fragility Analysis
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-21 DOI: 10.1002/eqe.4332
Libo Chen

This study investigates the application of ordinal regression models in seismic fragility curve modeling, providing a flexible alternative to the traditional log-normal distribution function. A comparative analysis is conducted among various ordinal regression approaches, including the traditional Cumulative model as well as alternative methods like Sequential and Adjacent Category models, along with extensions that account for category-specific effects and heteroscedasticity. These models are applied to bridge damage data from the 2008 Wenchuan earthquake, using both frequentist and Bayesian inference methods. Model diagnostics, including surrogate residuals, are performed to assess model fit and performance. A total of eleven models are examined, from basic forms to those incorporating category-specific effects and variance heterogeneity. The Sequential model with category-specific effects, rigorously evaluated using leave-one-out cross-validation, outperforms the traditional Cumulative probit model. The findings highlight significant differences in the predicted damage probabilities, emphasizing the potential of more flexible fragility curve modeling techniques to improve seismic risk assessments. This study underscores the importance of ongoing evaluation and refinement of modeling techniques to enhance the predictive accuracy and applicability of seismic fragility models in performance-based earthquake engineering.

{"title":"Generalized Ordinal Regression Models for Seismic Fragility Analysis","authors":"Libo Chen","doi":"10.1002/eqe.4332","DOIUrl":"https://doi.org/10.1002/eqe.4332","url":null,"abstract":"<div>\u0000 \u0000 <p>This study investigates the application of ordinal regression models in seismic fragility curve modeling, providing a flexible alternative to the traditional log-normal distribution function. A comparative analysis is conducted among various ordinal regression approaches, including the traditional Cumulative model as well as alternative methods like Sequential and Adjacent Category models, along with extensions that account for category-specific effects and heteroscedasticity. These models are applied to bridge damage data from the 2008 Wenchuan earthquake, using both frequentist and Bayesian inference methods. Model diagnostics, including surrogate residuals, are performed to assess model fit and performance. A total of eleven models are examined, from basic forms to those incorporating category-specific effects and variance heterogeneity. The Sequential model with category-specific effects, rigorously evaluated using leave-one-out cross-validation, outperforms the traditional Cumulative probit model. The findings highlight significant differences in the predicted damage probabilities, emphasizing the potential of more flexible fragility curve modeling techniques to improve seismic risk assessments. This study underscores the importance of ongoing evaluation and refinement of modeling techniques to enhance the predictive accuracy and applicability of seismic fragility models in performance-based earthquake engineering.</p>\u0000 </div>","PeriodicalId":11390,"journal":{"name":"Earthquake Engineering & Structural Dynamics","volume":"54 6","pages":"1717-1736"},"PeriodicalIF":4.3,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143818800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Shaking Table Test of a Large-Scale Shield Tunnel Based on an Innovative Loading Device: Theory and Validation 基于创新加载装置的大型盾构隧道振动台试验:理论与验证
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-20 DOI: 10.1002/eqe.4330
Junliang Hong, Junjie Luo, Xiangyun Huang, Jiahui Lu, Yanhui Liu, Fulin Zhou

The current centrifuge and shaking table test for a shield tunnel is constrained by the equipment available, leading to a low similarity ratio between the test model and an inconsistent relationship between the soil and structure. Hence, the design of a steel frame, composed of steel plates and springs, has been proposed as an innovative loading device for performing shaking table experiments on large-scale shield tunnels. The proposed loading device, inspired by the response displacement method, incorporates the steel frame to provide support for the tunnel model and transfer the seismic loading from the shaking table, while the springs serve as a representation of the soil-tunnel interaction. In order to validate the accuracy and effectiveness of the loading device, the device, and tunnel are simplified as Euler-Bernoulli beams and linked together with springs to establish an analytical model, and the high-order partial differential equation of the beam is solved to derive analytical solutions for the device and the tunnel. Furthermore, results from the numerical analysis and geotechnical box test on a shaking table system have also been obtained. Based on these results, the loading device is proven to be an effective method of applying seismic loading to the tunnel while maintaining its stability. With the use of the loading device, the shaking table test for a large-scale shield tunnel could be successfully executed, resolving the issue of mismatched similarity between the soil and tunnel model.

{"title":"Shaking Table Test of a Large-Scale Shield Tunnel Based on an Innovative Loading Device: Theory and Validation","authors":"Junliang Hong,&nbsp;Junjie Luo,&nbsp;Xiangyun Huang,&nbsp;Jiahui Lu,&nbsp;Yanhui Liu,&nbsp;Fulin Zhou","doi":"10.1002/eqe.4330","DOIUrl":"https://doi.org/10.1002/eqe.4330","url":null,"abstract":"<div>\u0000 \u0000 <p>The current centrifuge and shaking table test for a shield tunnel is constrained by the equipment available, leading to a low similarity ratio between the test model and an inconsistent relationship between the soil and structure. Hence, the design of a steel frame, composed of steel plates and springs, has been proposed as an innovative loading device for performing shaking table experiments on large-scale shield tunnels. The proposed loading device, inspired by the response displacement method, incorporates the steel frame to provide support for the tunnel model and transfer the seismic loading from the shaking table, while the springs serve as a representation of the soil-tunnel interaction. In order to validate the accuracy and effectiveness of the loading device, the device, and tunnel are simplified as Euler-Bernoulli beams and linked together with springs to establish an analytical model, and the high-order partial differential equation of the beam is solved to derive analytical solutions for the device and the tunnel. Furthermore, results from the numerical analysis and geotechnical box test on a shaking table system have also been obtained. Based on these results, the loading device is proven to be an effective method of applying seismic loading to the tunnel while maintaining its stability. With the use of the loading device, the shaking table test for a large-scale shield tunnel could be successfully executed, resolving the issue of mismatched similarity between the soil and tunnel model.</p>\u0000 </div>","PeriodicalId":11390,"journal":{"name":"Earthquake Engineering & Structural Dynamics","volume":"54 6","pages":"1698-1716"},"PeriodicalIF":4.3,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143818816","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 3D SEM-FEM Multiscale Framework for Seismic Analysis of Hydraulic Tunnels Considering Source-to-Structure Simulation
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-17 DOI: 10.1002/eqe.4320
Benbo Sun, Mingjiang Deng, Yan Xu, Jia Xu

The realistic prediction or simulation of the seismic behaviour of critical structures is highly sensitive to many aspects, including the earthquake source, propagation path, region topography, geological conditions and local complex structural dynamic analysis system. However, integrating the above key factors in a framework for generating realistic ground motions (GMs) and conducting dynamic analyses at specific engineering sites remains challenging. This task necessitates assessing the crucial elements involved in the seismic design of hydraulic tunnels (HTs), with the ultimate objective of safeguarding human lives in areas prone to seismic activity. To achieve this objective, a multiscale framework leveraging the spectral element method (SEM) and finite element method (FEM) is proposed. This framework involves establishing a coupling strategy between the SEM and FEM to address geological media–structure interaction problems. The SEM is utilised to generate and propagate elastic waves within the soil, while the FEM allows the studied structure to be comprehensively represented. The coupling technique is implemented using the weak-coupling strategy in conjunction with the time domain reduction method (DRM). Then, a series of dynamic analyses and seismic performance assessments of the HT with the coupling SEM-FEM method are conducted. The results indicate that (1) the nonlinear dynamic responses of the HT induced by the physical-based GM align with the recorded GMs, verifying the practicability of the proposed framework for source-to-HT simulation; (2) physical-based GMs of the hanging wall and foot wall, rupture fault distances and mountain locations can significantly impact the seismic performance of HTs.

{"title":"A 3D SEM-FEM Multiscale Framework for Seismic Analysis of Hydraulic Tunnels Considering Source-to-Structure Simulation","authors":"Benbo Sun,&nbsp;Mingjiang Deng,&nbsp;Yan Xu,&nbsp;Jia Xu","doi":"10.1002/eqe.4320","DOIUrl":"https://doi.org/10.1002/eqe.4320","url":null,"abstract":"<div>\u0000 \u0000 <p>The realistic prediction or simulation of the seismic behaviour of critical structures is highly sensitive to many aspects, including the earthquake source, propagation path, region topography, geological conditions and local complex structural dynamic analysis system. However, integrating the above key factors in a framework for generating realistic ground motions (GMs) and conducting dynamic analyses at specific engineering sites remains challenging. This task necessitates assessing the crucial elements involved in the seismic design of hydraulic tunnels (HTs), with the ultimate objective of safeguarding human lives in areas prone to seismic activity. To achieve this objective, a multiscale framework leveraging the spectral element method (SEM) and finite element method (FEM) is proposed. This framework involves establishing a coupling strategy between the SEM and FEM to address geological media–structure interaction problems. The SEM is utilised to generate and propagate elastic waves within the soil, while the FEM allows the studied structure to be comprehensively represented. The coupling technique is implemented using the weak-coupling strategy in conjunction with the time domain reduction method (DRM). Then, a series of dynamic analyses and seismic performance assessments of the HT with the coupling SEM-FEM method are conducted. The results indicate that (1) the nonlinear dynamic responses of the HT induced by the physical-based GM align with the recorded GMs, verifying the practicability of the proposed framework for source-to-HT simulation; (2) physical-based GMs of the hanging wall and foot wall, rupture fault distances and mountain locations can significantly impact the seismic performance of HTs.</p>\u0000 </div>","PeriodicalId":11390,"journal":{"name":"Earthquake Engineering & Structural Dynamics","volume":"54 6","pages":"1642-1656"},"PeriodicalIF":4.3,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143818812","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Model Parameter Estimation for Hysteretic Behavior Simulation of FRP-Jacketed Reinforced Concrete Columns
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-17 DOI: 10.1002/eqe.4329
Yoon Jae Kim, Chang Seok Lee, Jong-Su Jeon

Fiber-reinforced polymer (FRP) composite jackets have been widely used to retrofit reinforced concrete (RC) columns within structural systems. This study proposes a lumped plasticity model to simulate the nonlinear load-deformation response of FRP-jacketed RC columns under seismic loading. An experimental database of 98 FRP-jacketed RC columns was assembled, including those with partial- or full-height jackets, circular or rectangular cross-sections, continuous or lap-spliced longitudinal reinforcement, and various FRP materials. The database is used to calibrate parameters of the hysteretic material model. Regression analysis was conducted to develop model predictive equations. Each predictive equation was established using leave-one-out cross-validation from 10 candidate design variables. Among the candidate FRP-related design variables, the FRP quantitative ratio and its ultimate strength were selected for inclusion in the empirical model parameter equations. The proposed model demonstrates better accuracy than the existing model in reproducing experimental load-deformation responses. Finally, the proposed model was applied to an FRP-retrofitted RC building frame with lap-spliced rebars to examine the seismic performance of the FRP retrofit compared with existing approaches. Overall, the proposed lumped plasticity approach for FRP-jacketed RC columns offers improved versatility, accommodating a broad spectrum of column geometries, and computational efficiency with reasonable accuracy in predicting load-deformation response.

{"title":"Model Parameter Estimation for Hysteretic Behavior Simulation of FRP-Jacketed Reinforced Concrete Columns","authors":"Yoon Jae Kim,&nbsp;Chang Seok Lee,&nbsp;Jong-Su Jeon","doi":"10.1002/eqe.4329","DOIUrl":"https://doi.org/10.1002/eqe.4329","url":null,"abstract":"<p>Fiber-reinforced polymer (FRP) composite jackets have been widely used to retrofit reinforced concrete (RC) columns within structural systems. This study proposes a lumped plasticity model to simulate the nonlinear load-deformation response of FRP-jacketed RC columns under seismic loading. An experimental database of 98 FRP-jacketed RC columns was assembled, including those with partial- or full-height jackets, circular or rectangular cross-sections, continuous or lap-spliced longitudinal reinforcement, and various FRP materials. The database is used to calibrate parameters of the hysteretic material model. Regression analysis was conducted to develop model predictive equations. Each predictive equation was established using leave-one-out cross-validation from 10 candidate design variables. Among the candidate FRP-related design variables, the FRP quantitative ratio and its ultimate strength were selected for inclusion in the empirical model parameter equations. The proposed model demonstrates better accuracy than the existing model in reproducing experimental load-deformation responses. Finally, the proposed model was applied to an FRP-retrofitted RC building frame with lap-spliced rebars to examine the seismic performance of the FRP retrofit compared with existing approaches. Overall, the proposed lumped plasticity approach for FRP-jacketed RC columns offers improved versatility, accommodating a broad spectrum of column geometries, and computational efficiency with reasonable accuracy in predicting load-deformation response.</p>","PeriodicalId":11390,"journal":{"name":"Earthquake Engineering & Structural Dynamics","volume":"54 6","pages":"1657-1677"},"PeriodicalIF":4.3,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/eqe.4329","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143818813","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating Deep Learning Into an Energy Framework for Rapid Regional Damage Assessment and Fragility Analysis Under Mainshock-Aftershock Sequences
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-17 DOI: 10.1002/eqe.4331
Yuxuan Tao, Zhao-Dong Xu, Yaxin Wei, Xin-Yu Liu, Yao-Rong Dong, Jun Dai

This study introduces an energy-based framework for rapidly assessing damage and fragility in regional buildings under mainshock-aftershock sequences. First, the ultimate energy of the structure is derived from the relationship between two time-varying parameters: effective intrinsic energy and input energy. An energy-based damage index is then defined, with uncertainties of the structure and earthquake quantified through Latin hypercube sampling. Subsequently, a Gaussian Process model, enhanced with K-Means clustering and Bayesian optimization, is employed to predict the structural ultimate energy. A Convolutional Neural Network-Long Short-Term Memory Network with an Attention mechanism model with a weighted loss function is developed to capture the structural energy time-history responses, integrating correlation analysis and hyperparameter optimization. A comparative analysis is performed with previous machine learning models. The framework's effectiveness is validated through a comparative study with the inter-story drift ratio (IDR) index. Finally, the framework is applied to Zeytinburnu in Istanbul, Turkey. The results indicate that reducing the dimensionality of the database through correlation analysis effectively decreases data dimensions while maintaining accuracy. In rapid damage assessment tasks, energy is a superior damage indicator compared to IDR, as it correlates positively with critical parameters such as building height and peak ground acceleration (PGA). It enables a tenfold reduction in response data, enhancing training efficiency by 7.4 times. PGAas/PGAms of 1.0 is recommended for analyzing mainshock-aftershock effects, providing a more comprehensive perspective on structural performance and ensuring a conservative estimate of regional structural fragility.

{"title":"Integrating Deep Learning Into an Energy Framework for Rapid Regional Damage Assessment and Fragility Analysis Under Mainshock-Aftershock Sequences","authors":"Yuxuan Tao,&nbsp;Zhao-Dong Xu,&nbsp;Yaxin Wei,&nbsp;Xin-Yu Liu,&nbsp;Yao-Rong Dong,&nbsp;Jun Dai","doi":"10.1002/eqe.4331","DOIUrl":"https://doi.org/10.1002/eqe.4331","url":null,"abstract":"<div>\u0000 \u0000 <p>This study introduces an energy-based framework for rapidly assessing damage and fragility in regional buildings under mainshock-aftershock sequences. First, the ultimate energy of the structure is derived from the relationship between two time-varying parameters: effective intrinsic energy and input energy. An energy-based damage index is then defined, with uncertainties of the structure and earthquake quantified through Latin hypercube sampling. Subsequently, a Gaussian Process model, enhanced with K-Means clustering and Bayesian optimization, is employed to predict the structural ultimate energy. A Convolutional Neural Network-Long Short-Term Memory Network with an Attention mechanism model with a weighted loss function is developed to capture the structural energy time-history responses, integrating correlation analysis and hyperparameter optimization. A comparative analysis is performed with previous machine learning models. The framework's effectiveness is validated through a comparative study with the inter-story drift ratio (IDR) index. Finally, the framework is applied to Zeytinburnu in Istanbul, Turkey. The results indicate that reducing the dimensionality of the database through correlation analysis effectively decreases data dimensions while maintaining accuracy. In rapid damage assessment tasks, energy is a superior damage indicator compared to IDR, as it correlates positively with critical parameters such as building height and peak ground acceleration (PGA). It enables a tenfold reduction in response data, enhancing training efficiency by 7.4 times. PGA<sub>as</sub>/PGA<sub>ms</sub> of 1.0 is recommended for analyzing mainshock-aftershock effects, providing a more comprehensive perspective on structural performance and ensuring a conservative estimate of regional structural fragility.</p>\u0000 </div>","PeriodicalId":11390,"journal":{"name":"Earthquake Engineering & Structural Dynamics","volume":"54 6","pages":"1678-1697"},"PeriodicalIF":4.3,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143818814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pre-fabricated TRC Panels Versus TRM Jacketing for Integrating Seismic and Energy Retrofitting: Bi-Directional Shaking Table Tests on Three Masonry-Infilled RC Buildings
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-12 DOI: 10.1002/eqe.4327
Eun Rim Baek, Daniel Alexander Pohoryles, Dionysios A. Bournas

Two novel integrated seismic and energy retrofitting solutions for existing buildings are experimentally assessed in this study. Three 60%-scaled, two-storey infilled reinforced concrete buildings underwent a series of bi-directional shaking table tests. The control building represented a part of a typical Korean school building with seismic design deficiencies and suffered out-of-plane (OOP) failure of the second-storey infill panels at maximum considered earthquake. Two retrofitting schemes based on textile-reinforced cement-based composites were evaluated as follows: (1) newly developed ‘textile capillary-tube panels’ (TCPs), namely pre-fabricated textile-reinforced concrete (TRC) with integrated capillary tubes, and (2) a combination of textile-reinforced mortar (TRM) with thermal insulation. Additionally, the presence of openings in the infills, as well as the effect of different types of anchorage of the textile reinforcement were studied. At the design level earthquake, both retrofitted buildings presented next to no damage, compared to the control structure that was in a state of near-collapse. The retrofitted structures reached double the intensity of the design earthquake, with the shaking table reaching its maximum acceleration capacity, yet no irreversible damage was observed. The strength increase for both retrofitted buildings was +110% compared to the un-retrofitted building in the direction with openings, in which both buildings were retrofitted with TRM. For the fully infilled direction, the TRM-retrofitted building recorded more than double the inter-storey drifts compared to the TCP-retrofit, and reached its peak strength (+120% compared to the control building). The TCP-retrofitted building, instead, displayed a stiffer response with reduced deformations due to the carbon textiles employed in the precast panels. For both retrofits OOP damage was prevented, also demonstrated by the measured accelerations at the centre of the infills.

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引用次数: 0
Seismic Mitigation of Freestanding Artifacts With Mass Filling
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-02-11 DOI: 10.1002/eqe.4326
Baofeng Huang, Yang Tian, Jiahan Liu, Jianhong Liu

Freestanding artifacts are carriers of cultural heritage, and earthquake damage should be avoided as much as possible. Seismic mitigation measures for lowering the center of gravity (CG) by filling a mass have not been well investigated. Using a ceramic vase as a typical artifact object, the correlations between the location of the CG and the filling material were analyzed, and lead beads were determined to be the candidate material for the experimental and analytical investigations. Rectangular rigid block models of the vase with and without mass filling were constructed for rocking analysis. Comparative free-rocking and shaking-table tests were performed on vases with and without mass filling. Mass filling can reduce the coefficient of restitution, free-rocking time duration, and quarter period while increasing the damping ratio. Instrumented earthquake records from a seven-story building were employed in the comparative shake table tests of the vases. The filling mass considerably reduced the rotation and displacement amplitudes compared with those of the empty vase, whereas the reduction in the acceleration amplitude was not as apparent. The experimental and computational results for each test series were identical. Fragility curves were constructed using the shaking-table testing results. Analytical results were obtained utilizing additional instrumented earthquake records experienced by the building. Given the peak floor acceleration, the probability of failure of the filled vase was reduced compared with that of the empty vase. The effect of the story level on the probability of failure was not prominent. This study is advantageous for the seismic mitigation of various freestanding artifacts in buildings and other nonstructural components.

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引用次数: 0
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Earthquake Engineering & Structural Dynamics
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