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Surrogate models for seismic response analysis of flexible rocking structures 用于柔性摇动结构地震响应分析的代用模型
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-04 DOI: 10.1002/eqe.4193
Andréia Horta Alvares da Silva, Božidar Stojadinović

Seismic design tools are based on surrogate models of the designed structure and the responses of those surrogates to earthquake ground motions. To design symmetric flexible rocking structures, a surrogate model that includes rocking and flexure is needed. In this paper, we derive the equation of motion of a flexible multi-degree-of-freedom (MDOF) structure rocking on its base in modal coordinates. Then, we introduce a set of two-degree-of-freedom (2DOF) surrogate models that accounts only for the first elastic vibration mode of the multimass structure and its rotation about the base pivot points. We investigate the surrogates' ability to represent the dynamics of an elastic MDOF structure that uplifts and rocks and the interaction between rocking and flexure. Therein, we detail the simplifications for the equations of motion of the 2DOF surrogate models and the adopted rocking impact model, and develop and check the sliding initiation condition. We show that the simplified 2DOF surrogate model responses compare well to experimental results. Then we assess the 2DOF surrogate model accuracy in representing the earthquake response of the MDOF model using Cloud Analysis and the coefficient of determination R2$R^2$ approach. We find that simplified 2DOF surrogate of the MDOF model is quite accurate (R2=0.99$R^2,=,0.99$) in estimating its maximum relative top displacement and acceptably accurate (R2=0.90$R^2,=,0.90$) in estimating its maximum base rotation based on a thousand randomly generated flexible rocking structure earthquake response analyses. Lastly, we discuss using the simplified 2DOF surrogate model of symmetric flexible rocking structures in preliminary seismic design, and give examples featuring a continuous elastic hollow semi-conical chimney and an inelastic flexible MDOF structure, both with a base that may uplift.

抗震设计工具基于设计结构的代用模型以及这些代用模型对地震地面运动的响应。要设计对称柔性摇动结构,需要一个包括摇动和挠曲的代用模型。在本文中,我们以模态坐标推导了在基座上摇摆的柔性多自由度(MDOF)结构的运动方程。然后,我们引入了一组两自由度(2DOF)代用模型,该模型仅考虑多质量结构的第一弹性振动模式及其围绕基座支点的旋转。我们研究了这些代用模型在表示上浮和摇晃的弹性 MDOF 结构的动力学特性以及摇晃和挠曲之间的相互作用方面的能力。在此过程中,我们详细说明了对 2DOF 代用模型运动方程和所采用的摇摆冲击模型的简化,并开发和检验了滑动起始条件。结果表明,简化后的 2DOF 代用模型的响应与实验结果对比良好。然后,我们利用云分析和决定系数法评估了 2DOF 代理模型在表示 MDOF 模型地震响应方面的准确性。我们发现 MDOF 模型的简化 2DOF 代理在估计其最大相对顶部位移方面相当准确(),并且根据随机生成的一千个柔性摇动结构地震响应分析,在估计其最大底座旋转方面的准确性也可以接受()。最后,我们讨论了在初步抗震设计中使用对称柔性摇动结构的简化 2DOF 代理模型的问题,并举例说明了一个连续弹性空心半锥形烟囱和一个非弹性柔性 MDOF 结构,这两个结构的底座都可能发生上浮。
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引用次数: 0
Numerical simulation and dynamic experimental investigation on vibration control of a structural system with a stacked single particle-inerter damper 使用叠加式单颗粒插入式阻尼器对结构系统进行振动控制的数值模拟和动态实验研究
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-04 DOI: 10.1002/eqe.4191
Haoding Sun, Haoxiang He, Yang Cheng, Xiaojian Gao

To overcome the deficiencies of large particle radius, strict vibration conditions, and low kinetic energy exchange rate of traditional particle dampers, it is proposed to organically combine the rack and pinion inerter device with a stacked single particle damper (SSPD) to form a novel stacked single particle-inerter damping system (SSPIS). Based on a detailed analysis of the force state of particles at various stages, the vibration damping mechanism of SSPIS is analyzed, and a mechanical model of a single-degree-of-freedom (SDOF) structure equipped with an SSPIS is established. The numerical simulation and analysis process of SSPIS is provided, and a parametric design method of inerter device based on the structural performance requirements is proposed. The accuracy of the theoretical mechanical model and numerical simulation analysis process of SSPIS is verified through shaking table tests of a single-story steel frame, and the actual damping control effect of SSPIS on the controlled structure is investigated. Both test and theoretical results show that the numerical simulation analysis process of SSPIS is clear and accurate, and the mechanical model of the SSPIS-SDOF structural system is highly accurate. The inerter device in SSPIS can significantly improve the momentum exchange efficiency between particles and structures, and SSPIS could adaptively adjust the particle radius size on demand compared with the traditional particle dampers, with a high damping frequency band, and can realize good damping control effect under the earthquake with various types of sites, which has expansive engineering application scenarios.

为克服传统颗粒阻尼器存在的颗粒半径大、振动条件苛刻、动能交换率低等不足,提出将齿轮齿条式阻尼器装置与叠加式单颗粒阻尼器(SSPD)有机结合,形成新型叠加式单颗粒阻尼器系统(SSPIS)。在详细分析各阶段颗粒受力状态的基础上,分析了 SSPIS 的减振机理,并建立了装有 SSPIS 的单自由度(SDOF)结构的力学模型。提供了 SSPIS 的数值模拟和分析过程,并提出了基于结构性能要求的感应器装置参数化设计方法。通过单层钢框架的振动台试验验证了 SSPIS 理论力学模型和数值模拟分析过程的准确性,并研究了 SSPIS 对受控结构的实际阻尼控制效果。试验和理论结果均表明,SSPIS 的数值模拟分析过程清晰准确,SSPIS-SDOF 结构系统的力学模型精确度高。与传统颗粒阻尼器相比,SSPIS 中的阻尼器装置能显著提高颗粒与结构之间的动量交换效率,且能按需自适应调节颗粒半径大小,阻尼频带高,能在多种场地地震作用下实现良好的阻尼控制效果,具有广阔的工程应用前景。
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引用次数: 0
Velocity divergence—Generalized adaptive probability density evolution method 速度发散--通用自适应概率密度演化法
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-02 DOI: 10.1002/eqe.4192
Qiang Xu, Jianyun Chen, Jingkai Wang, Jing Li, Yin Wang

This study proposes a novel velocity divergence-generalized adaptive probability density evolution method (VD-GAPDEM) for calculating the probability density function of the stochastic response process of stochastic structures under stochastic dynamic loads. First, based on the principle of probability conservation, the velocity divergence-generalized adaptive probability density evolution equation (VD-GAPDEE) is derived for a stochastic system that can effectively consider the shape and location changes of the joint transitional probability density of representative points (RPs) in the stochastic response process. Second, a novel VD-GAPDEM is proposed to solve the VD-GAPDEE directly using the point selection technique based on the generalized F discrepancy and the second-order Runge–Kutta method with a smoothing kernel method (Runge–Kutta-SKFAM). Furthermore, the differences and connections between VD-GAPDEM and the existing probability density evolution method are analyzed. Additionally, the high computational efficiency and accuracy of the proposed VD-GAPDEM are demonstrated through three typical examples of stochastic response analysis, involving stochastic systems subjected to stochastic dynamic loads.

本研究提出了一种新颖的速度发散-广义自适应概率密度演化方法(VD-GAPDEM),用于计算随机结构在随机动荷载作用下的随机响应过程的概率密度函数。首先,基于概率守恒原理,推导出随机系统的速度发散广义自适应概率密度演化方程(VD-GAPDEE),该方程能有效地考虑随机响应过程中代表点(RPs)的联合过渡概率密度的形状和位置变化。其次,提出了一种新的 VD-GAPDEM 方法,利用基于广义 F 差异的选点技术和二阶 Runge-Kutta 方法与平滑核方法(Runge-Kutta-SKFAM)直接求解 VD-GAPDEE。此外,还分析了 VD-GAPDEM 与现有概率密度演化方法的区别和联系。此外,通过三个典型的随机响应分析实例(涉及承受随机动态载荷的随机系统),证明了所提出的 VD-GAPDEM 的高计算效率和准确性。
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引用次数: 0
Development of a novel rocking connection for tubular steel bridge piers: A proof of concept study 为钢管桥墩开发新型摇动连接:概念验证研究
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-02 DOI: 10.1002/eqe.4185
Akbar Vasseghi, Mohammad Hossein Mahmoudi

This paper introduces a novel pocket-type dissipative rocking connection for self-centering tubular steel bridge piers. Unlike typical self-centering systems, this connection does not utilize post-tensioned tendons and relies solely on gravity load for re-centering, but it employs a redundant mechanism to prevent geometrical instability and collapse. The connection consists of several components, including an embedded sleeve component and a ring plate bearing against the column and frictionally connected to the embedded component. During rocking, the ring plate provides two-level energy dissipation through friction and material yielding. In this connection, any residual drift could be easily recovered by untightening bolts in the frictional connection of the ring plate. A finite element model with contact elements at surface interfaces between different components was developed to simulate the response of the connection under vertical and lateral loading. Finite element analyses and quasi-static cyclic tests of a quarter-scale specimen demonstrated that the connection could provide adequate lateral resistance and a flag-shaped hysteresis response with marginal or recoverable residual displacements. Test results confirmed that the connection can sustain large lateral drifts (up to 7.6%) without structural damage. Test results also indicated that the hysteresis characteristics of the connection are highly influenced by the type and configuration of the washers in the bolt assembly of the frictional connection. The lateral strength and energy dissipation properties of the connection were greatly improved when conical spring washers were added to the bolt assembly.

本文介绍了一种用于自定心管状钢桥墩的新型袋式消能摇动连接。与典型的自定心系统不同,这种连接不使用后张筋,完全依靠重力荷载来重新定心,但它采用了一种冗余机制来防止几何不稳定性和坍塌。该连接件由多个组件组成,包括一个嵌入式套筒组件和一个靠支柱支承并与嵌入式组件摩擦连接的环形板。在摇晃过程中,环板通过摩擦和材料屈服提供两级能量消耗。在这种连接中,任何残余漂移都可以通过松开环板摩擦连接中的螺栓轻松恢复。为了模拟连接在垂直和横向载荷作用下的响应,我们建立了一个有限元模型,在不同部件的表面界面上设置了接触元件。有限元分析和四分之一尺寸试样的准静态循环测试表明,该连接件可提供足够的横向阻力和旗形滞后响应,残余位移很小或可恢复。试验结果证实,该连接件可承受较大的横向漂移(最多 7.6%)而不会造成结构损坏。测试结果还表明,摩擦连接螺栓组件中垫圈的类型和配置对连接的滞后特性有很大影响。在螺栓组件中加入锥形弹簧垫圈后,连接的横向强度和能量消耗特性得到了极大改善。
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引用次数: 0
Critical liquefied soil thickness for response patterns of piles in inclined liquefied ground overlain by nonliquefied crust 非液化地壳覆盖的倾斜液化地层中桩响应模式的临界液化土厚度
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-07-01 DOI: 10.1002/eqe.4190
Jiunn-Shyang Chiou, Yuan-Man Hsu, Cheng-En Ho

Lateral spreading has historically caused extensive pile failure in liquefaction-prone areas during strong earthquakes. A critical design scenario involves piles embedded in lateral spreading ground composed of a nonliquefied soil crust overlying a liquefied layer; it is critical because both layers can exert loads on the piles. Different thicknesses of the liquefied soil and the upper nonliquefied crust may engender different pile response patterns. Accordingly, to investigate factors influencing the lateral responses of a single pile embedded in liquefied ground with a nonliquefied crust, we conduct parametric analyses. The effects of liquefied and nonliquefied soil thicknesses are analyzed first, followed by those of pile-head rotational restraint, pile diameter, and lateral spreading displacement. We observe two main pile response patterns for various liquefied soil thicknesses. The ground can be categorized into thin or thick liquefied ground depending on whether its liquefied soil thickness is less or greater than a critical value, namely, critical liquefied soil thickness; this critical thickness is dependent on the pile-head rotational restraint, pile diameter, and lateral spreading displacement. The difference in the patterns stems from the varying roles of the upper nonliquefied soil layer during lateral spreading. For the thin liquefied ground, the nonliquefied layer contributes to adding lateral spreading force; therefore, the displacement, moment, and shear force responses of the pile increase with the nonliquefied soil thickness. However, for the thick liquefied ground, the nonliquefied layer provides resistance to lateral spreading; therefore, the maximum displacement, moment, and shear force of the pile initially decreases and then gradually increases with the nonliquefied soil thickness.

历史上,在强地震期间,侧向扩展曾导致易发生液化地区的大量桩基坍塌。一个关键的设计方案是将桩嵌入横向扩展地层中,该地层由覆盖在液化层上的非液化土壳组成;之所以关键,是因为这两层土壳都会对桩施加荷载。不同厚度的液化土层和上层非液化地壳可能会产生不同的桩基响应模式。因此,为了研究影响嵌入液化地层和非液化地壳中的单桩横向响应的因素,我们进行了参数分析。首先分析了液化土和非液化土厚度的影响,然后分析了桩头旋转约束、桩直径和横向扩展位移的影响。对于不同的液化土厚度,我们观察到两种主要的桩基响应模式。根据液化土厚度小于或大于临界值(即临界液化土厚度),地面可分为薄液化地面和厚液化地面;临界厚度取决于桩头旋转约束、桩直径和侧向扩展位移。模式的差异源于上部非液化土层在横向扩展过程中的不同作用。对于较薄的液化地层,非液化层会增加侧向扩展力;因此,桩的位移、力矩和剪力响应会随着非液化土厚度的增加而增加。然而,对于厚液化地层,非液化层提供了横向扩展阻力,因此桩的最大位移、力矩和剪力最初会减小,然后随着非液化土厚度的增加而逐渐增大。
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引用次数: 0
Fast Bayesian modal identification with known seismic excitations 利用已知地震激励进行快速贝叶斯模态识别
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-29 DOI: 10.1002/eqe.4181
Peixiang Wang, Binbin Li, Fengliang Zhang, Xiaoyu Chen, Yanchun Ni

Fast and accurate identification of structural modal parameters after an earthquake is crucial for assessing structural conditions and facilitating repair. With the development of modern earthquake observation techniques, the recorded ground motion can be leveraged as extra input information for modal identification, enabling the experimental modal analysis applicable. This study develops a Bayesian modal identification algorithm that aims at estimating the most probable value (MPV) of modal parameters and their identification uncertainty. Incorporating the recorded seismic input, the algorithm utilizes with the structural equation of motion in the frequency domain to formulate the likelihood function and adopts a constrained Laplace method for Bayesian posterior approximation of modal parameters. With the aid of complex matrix calculus, an iterative scheme is developed, allowing a fast search of the MPV of modal parameters and an analytical evaluation of the posterior covariance matrix. The performance of the proposed algorithm is validated by examples with synthetic, laboratory and field data, respectively. In addition, its effectiveness on predicting structural responses under a future earthquake is illustrated, showing its potential for various downstream applications in seismic structural health monitoring.

地震发生后,快速准确地识别结构模态参数对于评估结构状况和促进修复至关重要。随着现代地震观测技术的发展,记录的地面运动可以作为模态识别的额外输入信息,从而使实验模态分析成为可能。本研究开发了一种贝叶斯模态识别算法,旨在估算模态参数的最可能值(MPV)及其识别不确定性。该算法结合记录的地震输入,利用频域结构运动方程来计算似然函数,并采用约束拉普拉斯法对模态参数进行贝叶斯后验近似。借助复杂矩阵微积分,开发了一种迭代方案,可以快速搜索模态参数的 MPV,并对后验协方差矩阵进行分析评估。通过分别使用合成数据、实验室数据和现场数据的实例,验证了所提算法的性能。此外,还说明了该算法在预测未来地震下的结构响应方面的有效性,显示了其在地震结构健康监测的各种下游应用中的潜力。
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引用次数: 0
Shake table tests of steel moment resisting frame with self-centering SMA-based isolators 带自定心 SMA 型隔振器的钢制抗弯框架振动台试验
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-28 DOI: 10.1002/eqe.4183
Jiahao Huang, Songye Zhu, Bin Wang, Zhi-peng Chen

This paper investigates a steel moment resisting frame (MRF) with a novel type of self-centering (SC) base isolators, wherein superelastic shape memory alloy (SMA) U-shaped dampers (SMAUDs) work as core components. A two-story steel MRF model equipped with two SMAUD-based isolators was designed and built in the laboratory, and a series of shake table tests were conducted to examine the dynamic behavior and seismic performance of the frame. Throughout all the tests, no interventions, such as repair or replacement of frame or isolator members, were done. Shake table test results demonstrated that the SMAUD-based isolators could withstand multiple strong earthquakes with stable SC behavior. The utilization of SMAUD-based isolators provided effective protection for the frame, enabling it to restore its original position with minimal structural damage. A numerical model of the tested steel MRF with SMAUD-based isolators was also built. The results obtained from the numerical analyses agreed with those of the shake table tests satisfactorily. A comparative study of the seismic performance between the MRF with SMAUD-based isolators and the MRF with traditional steel U-shaped damper-based isolators was also conducted in the shake table tests. The results showed that SMAUD-based isolators not only inherit the isolation function of conventional isolators to protect the frame but also possess an SC ability to eliminate residual isolator deformation effectively. Moreover, SMAUD-based isolators demonstrate remarkable resilience to withstand multiple strong seismic events without any need for repair or replacement.

本文研究了一种带有新型自定心(SC)底座隔震器的钢制弯矩抵抗框架(MRF),其中超弹性形状记忆合金(SMA)U 型阻尼器(SMAUD)是核心部件。在实验室中设计并建造了一个配备两个基于 SMAUD 的隔震器的两层钢 MRF 模型,并进行了一系列振动台试验,以检验框架的动态行为和抗震性能。在整个测试过程中,没有进行任何干预,如修复或更换框架或隔震构件。振动台试验结果表明,基于 SMAUD 的隔震装置可以承受多次强烈地震,并具有稳定的 SC 性能。基于 SMAUD 的隔震装置为框架提供了有效的保护,使其能够在结构损伤最小的情况下恢复到原来的位置。此外,还建立了带 SMAUD 基隔震层的钢 MRF 试验数值模型。数值分析的结果与振动台试验的结果完全一致。在振动台试验中,还对装有 SMAUD 型隔震器的 MRF 和装有传统 U 型钢阻尼器型隔震器的 MRF 的抗震性能进行了比较研究。结果表明,基于 SMAUD 的隔震器不仅继承了传统隔震器保护框架的隔震功能,还具有有效消除隔震器残余变形的 SC 能力。此外,基于 SMAUD 的隔震器还表现出卓越的弹性,可承受多次强震事件,而无需进行任何维修或更换。
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引用次数: 0
Seismic fragility analysis of girder bridges under mainshock-aftershock sequences based on input-output hidden Markov model 基于输入输出隐马尔可夫模型的主震-余震序列下梁桥的地震脆性分析
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-27 DOI: 10.1002/eqe.4182
Libo Chen, Liangpeng Chen, Jianhong Zhou

Current seismic design codes for bridge structures do not account for the influence of aftershock sequences, which, to some extent, overestimate the seismic performance for bridges subjected to mainshock-aftershock (MS-AS) scenarios. To address the great need for ground motion sequences tailored to specific research sites for fragility analysis, this study proposes a method for generating artificial MS-AS ground motion sequences based on the evolutional bimodal Kanai–Tajimi model and the Epidemic–Type Aftershock Sequence model. We establish a framework for MS-AS fragility analysis using an input–output Hidden Markov Model (IOHMM), where the damage states (DS) of bridge piers are considered unobservable and are inferred statistically through damage indices in an unsupervised manner. Model parameters are trained using intensity measure (IM) sequences and damage index (DI) sequences. Fragility curves for both the mainshock and state-dependent aftershocks considering multiple aftershocks are formulated based on the initial state probability and state transition probabilities of the proposed IOHMM. The fragility analysis results reveal that as the initial seismic damage level increases, the probability of aftershocks causing higher damage levels in the structure also increases, highlighting the significant impact of aftershocks on structural damage increments. Furthermore, we extend the proposed model to a bivariate seismic intensity measure and develop fragility surfaces. The proposed framework provides a novel approach and insights for tackling seismic fragility under multiple aftershocks.

目前的桥梁结构抗震设计规范没有考虑余震序列的影响,在一定程度上高估了主震-余震(MS-AS)情况下桥梁的抗震性能。为了满足脆性分析对特定研究地点地震动序列的巨大需求,本研究提出了一种基于演化双峰 Kanai-Tajimi 模型和流行型余震序列模型生成人工 MS-AS 地震动序列的方法。我们利用输入输出隐马尔可夫模型(IOHMM)建立了 MS-AS 脆性分析框架,其中桥墩的破坏状态(DS)被认为是不可观测的,并通过无监督方式的破坏指数进行统计推断。模型参数通过强度测量(IM)序列和损伤指数(DI)序列进行训练。根据所提出的 IOHMM 的初始状态概率和状态转换概率,制定了考虑到多次余震的主震和与状态相关的余震的脆性曲线。脆性分析结果表明,随着初始地震破坏程度的增加,余震对结构造成更高破坏程度的概率也随之增加,这凸显了余震对结构破坏增量的重要影响。此外,我们还将提出的模型扩展到双变量地震烈度测量,并开发了脆性面。所提出的框架为解决多重余震下的地震脆性问题提供了一种新的方法和见解。
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引用次数: 0
Shake table testing and finite element modeling of a modular prefabricated concrete bridge-like specimen accounting for geometry imperfections and additional damping 考虑几何缺陷和附加阻尼的模块化预制混凝土类桥梁试件的振动台试验和有限元建模
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-27 DOI: 10.1002/eqe.4189
Antonios A. Katsamakas, Michalis F. Vassiliou, Charalampos Mouzakis

This paper presents the shake table testing and finite element (FE) modeling of a modular prefabricated concrete bridge-like specimen. The specimen comprised four equal-height cylindrical reinforced concrete (RC) columns capped with an RC slab. The structural connections were non-monolithic. Hence, controlled relative motion of the members, including rocking (uplift) of the piers, was allowed. The columns were connected to the slab with stiff tendons that provided positive post-uplift stiffness. The specimen was subjected to 184 triaxial shake table tests, so that a statistical validation of numerical models can be performed. Subsequently, a detailed three-dimensional FE model of the bridge was developed. The objectives of the present study were to: i) investigate the shake table response of a modular bridge with positive post-uplift stiffness under multiple ground motions, ii) develop an FE model of the proposed structural system, iii) investigate the influence of geometrical imperfections on rocking bridges, and iv) evaluate the efficiency of using additional dissipative rebars. After being subjected to 184 shake table tests, the specimen showed zero damage, moderate displacements and tendon forces (TFs), low slab torsion, and zero residual displacements. The shake table tests were practically repeatable. The proposed FE model accurately captured the experimental results. Geometrical imperfections heavily affect the response of negative stiffness systems. However, they have a marginal influence on positive stiffness systems. When comparing systems with equivalent uplift resistance and post-uplift stiffness, the use of additional dissipative rebars results in lower slab torsion and TFs, provided that the rebars do not fracture.

本文介绍了一种模块化预制混凝土桥梁样板的振动台测试和有限元(FE)建模。该试件由四根等高圆柱形钢筋混凝土 (RC) 柱和一块 RC 板组成。结构连接为非整体连接。因此,可以控制构件的相对运动,包括桥墩的摇晃(上浮)。柱子与板之间用硬筋连接,提供了正的上浮后刚度。试件进行了 184 次三轴振动台试验,以便对数值模型进行统计验证。随后,开发了详细的桥梁三维有限元模型。本研究的目标是:i) 研究具有正升后刚度的组合式桥梁在多种地面运动下的振动台响应;ii) 建立拟议结构系统的有限元模型;iii) 研究几何缺陷对摇晃桥梁的影响;以及 iv) 评估使用附加耗能钢筋的效率。在进行了 184 次振动台试验后,试样显示出零损坏、适度位移和筋力(TF)、低板扭转和零残余位移。振动台试验实际上是可重复的。所提出的有限元模型准确地捕捉到了实验结果。几何缺陷严重影响负刚度系统的响应。然而,它们对正刚度系统的影响很小。在比较具有同等抗隆起性和隆起后刚度的系统时,如果钢筋没有断裂,使用额外的耗散钢筋可降低楼板扭转和 TF。
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引用次数: 0
Hybrid data-driven and physics-based simulation technique for seismic response evaluation of steel buckling-restrained braced frames considering brace fracture 考虑支撑断裂的钢屈曲约束支撑框架地震响应评估的数据驱动和物理模拟混合技术
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-25 DOI: 10.1002/eqe.4176
Ali Sadrara, Siamak Epackachi, Ali Imanpour, Mohammad Zaman Kabir

This paper proposes a hybrid data-driven and physics-based simulation technique for seismic response evaluation of steel Buckling-Restrained Braced Frames (BRBFs) considering brace fracture. Buckling-Restrained Brace (BRB) fracture is represented by cumulative plastic deformation capacity. A dataset, consisting of 95 past BRB laboratory tests and 120 simulated BRB responses generated using the finite element method, is first developed. An Artificial Neural Network-based (ANN) predictive model is then trained using the training dataset to estimate the cumulative plastic deformation of BRBs. The prediction capability of the ANN-based predictive model is validated using the training dataset and an existing regression-based predictive model. In the second part of the paper, an hybrid simulation technique combining the data-driven model and physics-based numerical modeling is presented to conduct the nonlinear time history analysis, followed by 1) validation against a full-scale BRBF testing and 2) demonstration of the proposed simulation technique using a six-story BRBF. The results confirm that the proposed predictive model can predict the BRB fracture with sufficient accuracy. Furthermore, the hybrid data-driven physics-based simulation technique can be used as a powerful tool for dynamic analysis of BRBFs considering BRB fracture.

本文提出了一种基于数据和物理的混合模拟技术,用于考虑支撑断裂的钢制屈曲约束支撑框架(BRBF)的地震响应评估。屈曲约束支撑(BRB)断裂由累积塑性变形能力表示。首先开发了一个数据集,该数据集由 95 个过去的 BRB 实验室测试和使用有限元方法生成的 120 个模拟 BRB 响应组成。然后使用训练数据集训练基于人工神经网络(ANN)的预测模型,以估计 BRB 的累积塑性变形。利用训练数据集和现有的基于回归的预测模型,对基于人工神经网络的预测模型的预测能力进行了验证。论文的第二部分介绍了一种混合模拟技术,该技术结合了数据驱动模型和基于物理的数值模型,用于进行非线性时间历程分析,随后进行了 1) 针对全尺寸 BRBF 测试的验证,以及 2) 使用六层 BRBF 演示所建议的模拟技术。结果证实,所提出的预测模型可以足够准确地预测 BRB 断裂。此外,基于数据驱动的混合物理模拟技术可作为考虑 BRB 断裂的 BRBF 动态分析的有力工具。
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Earthquake Engineering & Structural Dynamics
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