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A real-time hybrid simulation framework for reliability-based design optimization of structures subjected to pulse-like ground motions 基于可靠性的实时混合模拟框架,用于优化受脉冲地动影响的结构设计
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-07 DOI: 10.1002/eqe.4175
Changle Peng, Tong Guo, Cheng Chen, Weijie Xu

Reliability-based design optimization (RBDO) traditionally relies primarily on high-fidelity and computationally expensive simulations to search for and evaluate design solutions. However, significant disparities could emerge for complex nonlinear behavior that are challenging for numerical modeling. In contrast to mitigating the impact of inaccurate numerical modeling through optimization algorithms, laboratory experiments realistically capture the complex nonlinear behavior of structures or their components. Real-time hybrid simulation (RTHS) is widely considered as an efficient and cost-effective technique for integrating numerical modeling with experimental testing for structural response evaluation. This study proposes an innovative framework that utilizes RTHS for the performance assessment of candidate designs to enable RBDO of structures subjected to pulse-like ground motions. RTHS tests are conducted to physically evaluate structural responses through realistically replicating complex nonlinear behavior of experimental substructures. This study introduces a novel penalty function-based efficient global optimization (P-EGO) method to minimize the required number of laboratory tests through surrogating the response quantities of interest derived from RTHS. The proposed framework is experimentally evaluated for design optimization of a two-story four-bay steel moment-resisting frame with self-centering viscous dampers subjected to pulse-like ground motions. The results demonstrate innovative application of RTHS in dynamic optimal design to account for uncertainties. It offers an effective and efficient alternative for traditional RBDO through pure computational simulation, particularly when structural components pose challenges for numerical modeling.

基于可靠性的设计优化(RBDO)传统上主要依靠高保真和计算昂贵的模拟来搜索和评估设计方案。然而,对于复杂的非线性行为来说,数值建模具有挑战性,可能会出现明显的差异。与通过优化算法减轻不准确数值建模的影响相比,实验室实验可以真实地捕捉结构或其部件的复杂非线性行为。实时混合模拟(RTHS)被广泛认为是一种高效、经济的技术,可将数值建模与结构响应评估的实验测试相结合。本研究提出了一个创新框架,利用 RTHS 对候选设计进行性能评估,以实现承受脉冲地动的结构的 RBDO。RTHS 试验通过真实再现实验性子结构的复杂非线性行为,对结构响应进行物理评估。本研究引入了一种新颖的基于惩罚函数的高效全局优化(P-EGO)方法,通过代用 RTHS 得出的相关响应量,最大限度地减少所需的实验室测试次数。对所提出的框架进行了实验评估,该框架用于对带有自定心粘滞阻尼器的两层四榀钢制力矩抵抗框架进行设计优化,该框架承受脉冲地动。结果证明了 RTHS 在动态优化设计中的创新应用,以考虑不确定性。它为通过纯计算模拟的传统 RBDO 提供了一种有效和高效的替代方法,尤其是当结构部件对数值建模构成挑战时。
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引用次数: 0
In-plane and out-of-plane seismic performance and damage evaluation of reinforced concrete shear wall structures subjected to mainshock-aftershock sequences 主震-余震序列下钢筋混凝土剪力墙结构的平面内和平面外抗震性能及损伤评估
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-06-07 DOI: 10.1002/eqe.4180
Yang Cheng, Haoxiang He, Haoding Sun, Qing Cao

The aim of this study was to examine the seismic performance of reinforced concrete shear walls in in-plane and out-of-plane directions under single main shock and mainshock-aftershock sequences. Two shear wall specimens were designed for low cycle load tests to withstand in-plane, in-plane then out-of-plane (IP-OP), out-plane, and out-of-plane then in-plane (OP-IP) forces, respectively. The seismic performance of shear walls under different forces was assessed by analyzing macroscopic failure phenomena and the novel performance parameters of specimens, following which their damage status was evaluated. The specimens were simulated using finite element software, and two frame shear wall structural systems were designed so that non-linear time history analysis could be performed to assess the deformation and damage to the shear walls in the two directions of the plane under a single main impact and different input directions of mainshock-aftershock sequences. The results revealed that following damage in the in-plane direction of the shear wall, seismic capacity decreased significantly if it was subjected to a force in the out-of-plane direction once again, and the degree of damage under the earthquake action of mainshock-aftershock sequences was significantly higher than that under the single main shock action. Therefore, it is necessary to pay special attention to the seismic performance of the out-of-plane direction of the shear walls and examine the seismic performance of the structural system under different input directions of mainshock-aftershock sequences.

本研究旨在考察钢筋混凝土剪力墙在单一主震和主震-余震序列下的平面内和平面外抗震性能。设计了两个剪力墙试件进行低循环荷载试验,分别承受平面内力、平面内力和平面外力(IP-OP)、平面外力和平面外力和平面内力(OP-IP)。通过分析试件的宏观破坏现象和新型性能参数,评估了剪力墙在不同力作用下的抗震性能,随后对其破坏状态进行了评估。利用有限元软件对试件进行了模拟,并设计了两个框架剪力墙结构系统,以便进行非线性时间历程分析,评估剪力墙在单一主冲击和不同输入方向的主震-余震序列下平面两个方向的变形和破坏情况。结果表明,剪力墙平面内方向破坏后,如果再次受到平面外方向的力,抗震能力会明显下降,而且主震-余震序列地震作用下的破坏程度明显高于单一主震作用下的破坏程度。因此,有必要特别关注剪力墙平面外方向的抗震性能,并研究结构系统在主震-余震序列的不同输入方向下的抗震性能。
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引用次数: 0
Structure-to-structure seismic damage correlation model 结构间地震破坏相关模型
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-30 DOI: 10.1002/eqe.4172
Mengjie Xiang, Jiaxu Shen, Zekun Xu, Jun Chen

Strong earthquake disasters can cause noticeable damage correlations among regional buildings with similar mechanical properties, termed structure-to-structure seismic damage correlation, which has a pronounced impact on the regional seismic risk assessment and therefore needs to be properly quantified. This study first introduces a time-domain analytical and equivalent frequency-domain analysis based on random vibration theory for calculating structure-to-structure seismic damage correlation coefficients. Subsequently, by employing the spatially consistent white noise excitation and the spatially varying white noise excitation with the Luco–Wong coherence function, the structural filtering effect and the ground motion spatial correlation effect are progressively incorporated, and an analytical interstructural damage correlation model incorporating structural dynamic properties and spatial distance is derived. Comparations with Monte Carlo simulations and existing empirical models demonstrate that the proposed analytical model possesses a clear physical basis and high reliability. Finally, a case study was conducted on a district having 29,461 buildings in Shanghai, China to illustrate the influence of interstructural damage correlation on the regional seismic risk. Results show that disregarding the interstructural seismic damage correlation can lead to underestimation of overall loss uncertainty.

强震灾害会使区域内具有相似力学特性的建筑物之间产生明显的破坏相关性,即结构与结构之间的地震破坏相关性,这种相关性对区域地震风险评估具有明显的影响,因此需要对其进行适当的量化。本研究首先介绍了一种基于随机振动理论的时域分析和等效频域分析方法,用于计算结构与结构之间的震害相关系数。随后,通过采用空间一致的白噪声激励和具有 Luco-Wong 相干函数的空间变化白噪声激励,逐步将结构滤波效应和地面运动空间相关效应纳入其中,得出了包含结构动力特性和空间距离的结构间损伤相关分析模型。与蒙特卡罗模拟和现有经验模型的比较表明,所提出的分析模型具有明确的物理基础和较高的可靠性。最后,对中国上海一个拥有 29 461 栋建筑的地区进行了案例研究,以说明结构间损伤相关性对区域地震风险的影响。结果表明,忽略结构间震害相关性会导致低估总体损失的不确定性。
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引用次数: 0
Multi-input integrative neural network for soil seismic response modeling at KiK-net downhole array sites 用于 KiK 网井下阵列场地土壤地震响应建模的多输入集成神经网络
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-29 DOI: 10.1002/eqe.4155
Lin Li, Feng Jin, Duruo Huang, Gang Wang

Prediction of the soil seismic response is of primary importance for geotechnical earthquake engineering. Conventional physics-based models such as the finite element method (FEM) often face challenges due to inherent model assumptions and uncertainties of model parameters. Furthermore, these physics-based models require significant computational resources, particularly when simulating seismic responses across numerous soil sites. In this study, a multi- input integrative neural network is developed for predicting soil seismic response based on the recorded data from a large number of downhole array sites. Ground motions, seismic event information, and wave velocity structures of the sites are utilized as input data in the proposed neural network, enabling the model to adapt to various site conditions. Comparative assessments against state-of-the-art FEM models demonstrate that the proposed models exhibit superior prediction performance with increased efficiency. Furthermore, the pre-training technique, a transfer learning method, is employed to predict the seismic response at new stations. By fine-tuning the pre-trained model derived from the extensive dataset with limited recorded data from new stations, high-precision seismic response predictions can be realized, illustrating the adaptability and efficacy of the proposed approach in data-scarce conditions.

土壤地震响应预测对于岩土地震工程至关重要。由于固有的模型假设和模型参数的不确定性,有限元法(FEM)等传统的物理模型经常面临挑战。此外,这些基于物理的模型需要大量的计算资源,尤其是在模拟众多土壤场地的地震响应时。本研究开发了一种多输入集成神经网络,用于根据大量井下阵列站点的记录数据预测土壤地震响应。地面运动、地震事件信息和场地的波速结构都被用作神经网络的输入数据,使模型能够适应各种场地条件。与最先进的有限元模型进行的比较评估表明,所提出的模型在提高效率的同时,还表现出了卓越的预测性能。此外,预训练技术是一种迁移学习方法,可用于预测新台站的地震响应。通过利用新台站的有限记录数据对从大量数据集中得出的预训练模型进行微调,可以实现高精度的地震反应预测,这说明了所提方法在数据稀缺条件下的适应性和有效性。
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引用次数: 0
Shaking table test and numerical analyses of a multi-story traditional tower-style building 多层传统塔式建筑的振动台试验和数值分析
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-29 DOI: 10.1002/eqe.4156
Huaiquan Ling, Jianyang Xue, Liangjie Qi

The traditional tower-style building (TTSB) is an innovative structural form constructed in modern cities imitating the overall appearance of ancient timber pagodas, and it is an extraordinarily cultured high-rise construction. The limited stipulations for high-rise TTSBs in the seismic design code pose challenges in assessing the reliable performance of the unique structure subjected to severe earthquakes. This paper presents the shaking table test and numerical analyses of a 1/15-scale 13-story TTSB specimen with an integral tower height of 5.36 m, which is a steel frame-braced core-tube structure consisting of seven bright floors (built-out stories evident from the outside, BF) and six dim floors (built-in stories not apparent from the outside, DF), with transition columns and stiffening trusses around the exterior perimeter. The experimental results showed that the tested tower-style building had excellent seismic performance and reliable structural integrity. It only experienced minor damage when subjected to extremely high-intensity motions. The interstory drift, dynamic strain, and floor acceleration response of the core-tube region with eccentric steel braces were more significant under severe excitation than those with cross-centered symmetric steel braces. The vertical reaction increased at the upper floor of the tower under vertical acceleration, and differences in the dynamic response of the middle and upper floors were much more apparent after the test. Moreover, 3D numerical simulation models of the tested tower were established and validated against the test responses. Successively, the validated numerical model was used to investigate the influence of the transition column at different floors on the peak interstory drift response and the relevant strain distribution, and the proposal for a proper position of the transition column was recommended at the end.

传统塔式建筑(TTSB)是现代城市中模仿古代木塔整体外观建造的一种创新结构形式,是一种极具文化内涵的高层建筑。由于抗震设计规范对高层 TTSB 的规定有限,要评估这种独特结构在强震下的可靠性能十分困难。本文介绍了一个 1/15 比例的 13 层 TTSB 试样的振动台试验和数值分析,该试样的塔楼整体高度为 5.36 米,为钢框架支撑核心筒结构,由 7 层明亮楼层(外部可见的已建楼,BF)和 6 层昏暗楼层(外部不可见的内置楼,DF)组成,外围设有过渡柱和加劲桁架。实验结果表明,测试的塔式建筑具有出色的抗震性能和可靠的结构完整性。在承受极高烈度的运动时,它只出现了轻微的损坏。采用偏心钢支撑的核心筒区域在剧烈激励下的层间漂移、动态应变和楼层加速度响应比采用十字中心对称钢支撑的核心筒区域更为显著。在垂直加速度作用下,塔楼上层的垂直反力增大,试验后中层和上层的动力响应差异更加明显。此外,还建立了测试塔楼的三维数值模拟模型,并根据测试响应进行了验证。随后,利用验证后的数值模型研究了不同楼层过渡柱对层间漂移峰值响应和相关应变分布的影响,最后提出了过渡柱的合理位置建议。
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引用次数: 0
Probabilistic generation of hazard-consistent suites of fully non-stationary seismic records 从概率角度生成与灾害相符的完全非稳态地震记录套件
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-28 DOI: 10.1002/eqe.4153
Hera Yanni, Michalis Fragiadakis, Ioannis P. Mitseas

A novel, practical, and computationally efficient probabilistic methodology for the stochastic generation of suites of fully non-stationary artificial accelerograms is presented. The proposed methodology ensures that the produced ground motion suites match a given target spectral mean and target variability for the whole period range of interest. This is achieved by first producing an ensemble of random target spectra with the given mean and variability and then using them to generate artificial, target spectrum-compatible, acceleration time-histories with spectral representation techniques. Spectral correlation can also be assumed for the generated ground motion spectra. Based on the same backbone, two different formulations are proposed for generating spectrum-compatible acceleration time-histories of the non-stationary kind. The distinction between these two variants lies in the techniques employed for modeling the temporal and spectral modulation, focusing on the site-compatibility of the produced records. The first approach uses past-recorded seismic accelerograms as seed records, and the second proposes and uses a new, probabilistic time-frequency modulating function. The outcome of the proposed methodology is suites containing site-compatible ground motion time-histories whose spectral mean and variability match those obtained from any of the usually employed target spectra used in the earthquake engineering practice. An online tool implementing the proposed methodology is also freely provided.

本文提出了一种新颖、实用且计算效率高的概率方法,用于随机生成完全非稳态的人工加速度图组。所提出的方法可确保生成的地面运动套件符合给定的目标频谱平均值和整个相关周期范围内的目标变异性。具体方法是:首先生成具有给定平均值和变异性的随机目标频谱集合,然后利用频谱表示技术生成与目标频谱相匹配的人工加速度时间历史。生成的地面运动频谱也可以假定具有频谱相关性。在同一基础上,提出了两种不同的方法来生成频谱兼容的非稳态加速度时间历史。这两种变体的区别在于所采用的时间和频谱调制建模技术,重点是所生成记录的场地兼容性。第一种方法使用过去记录的地震加速度图作为种子记录,第二种方法则提出并使用一种新的概率时频调制函数。建议方法的结果是包含场地兼容地动时史的套件,其频谱平均值和变异性与地震工程实践中通常使用的目标频谱相匹配。此外,还免费提供了一个实施所提方法的在线工具。
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引用次数: 0
The importance of corner frequency in site-based stochastic ground motion models 角频率在基于场地的随机地动模型中的重要性
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-27 DOI: 10.1002/eqe.4139
Maijia Su, Mayssa Dabaghi, Marco Broccardo
<p>Synthetic ground motions (GMs) play a fundamental role in both deterministic and probabilistic seismic engineering assessments. This paper shows that the family of filtered and modulated white noise stochastic GM models overlooks a key parameter—the high-pass filter's corner frequency, <span></span><math> <semantics> <msub> <mi>f</mi> <mi>c</mi> </msub> <annotation>$f_c$</annotation> </semantics></math>. In the simulated motions, this causes significant distortions in the long-period range of the linear-response spectra and in the linear-response spectral correlations. To address this, we incorporate <span></span><math> <semantics> <msub> <mi>f</mi> <mi>c</mi> </msub> <annotation>$f_c$</annotation> </semantics></math> as an explicitly fitted parameter in a site-based stochastic model. We optimize <span></span><math> <semantics> <msub> <mi>f</mi> <mi>c</mi> </msub> <annotation>$f_c$</annotation> </semantics></math> by individually matching the long-period linear-response spectrum (i.e., <span></span><math> <semantics> <mrow> <mi>S</mi> <mi>a</mi> <mo>(</mo> <mi>T</mi> <mo>)</mo> </mrow> <annotation>$Sa(T)$</annotation> </semantics></math> for <span></span><math> <semantics> <mrow> <mi>T</mi> <mo>≥</mo> <mn>1</mn> <mspace></mspace> <mi>s</mi> </mrow> <annotation>$T ge 1,{rm {s}}$</annotation> </semantics></math>) of synthetic GMs with that of each recorded GM. We show that by fitting <span></span><math> <semantics> <msub> <mi>f</mi> <mi>c</mi> </msub> <annotation>$f_c$</annotation> </semantics></math> the resulting stochastically simulated GMs can precisely capture the spectral amplitudes, variability (i.e., variances of <span></span><math> <semantics> <mrow> <mi>log</mi> <mo>(</mo> <mi>S</mi> <mi>a</mi> <mo>(</mo> <mi>T</mi> <mo>)</mo> <mo>)</mo> </mrow> <annotation>$log (Sa(T))$</annotation> </semantics></math>), and the correlation structure (i.e., correlation of <span></span><math> <semantics> <mrow> <mi>log</mi> <mo>(</mo> <mi>S
合成地震动(GM)在确定性和概率性地震工程评估中都发挥着重要作用。本文表明,滤波和调制白噪声随机 GM 模型系列忽略了一个关键参数--高通滤波器的角频率 f c $f_c$ 。在模拟运动中,这会导致线性响应频谱的长周期范围和线性响应频谱相关性发生严重失真。为了解决这个问题,我们将 f c $f_c$ 作为一个明确的拟合参数纳入基于场址的随机模型中。我们通过将合成全球机制的长周期线性响应谱(即 S a ( T ) $Sa(T)$ for T ≥ 1 s $T ge 1,{rm {s}}$)与每个记录的全球机制的长周期线性响应谱进行单独匹配来优化 f c $f_c$。我们证明,通过拟合 f c $f_c$,得到的随机模拟 GM 可以精确捕捉记录 GM 的频谱振幅、变异性(即 log ( S a ( T ) ) $log (Sa(T))$ 的方差)和相关结构(即不同时期 T 1 $T_1$ 和 T 2 $T_2$ 之间 log ( S a ( T ) ) $log (Sa(T))$ 的相关性)。为了量化 f c $f_c$ 的影响,我们通过线性回归进行了敏感性分析。该回归将对数线性响应谱(log ( S a ( T ) ) $log (Sa(T))$ )与 7 个 GM 参数(包括优化的 f c $f_c$)联系起来。结果表明,在自然全球机制中观测到的 f c $f_c$ 的方差及其与其他全球机制参数的相关性,占长周期频谱变化的 26%。忽略 f c $f_c$ 方差或 f c $f_c$ 相关性通常会导致严重高估线性响应光谱相关性。
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引用次数: 0
Probabilistic life-cycle environmental impact of conventional and emerging steel frames in seismic zones 地震区传统钢结构和新兴钢结构生命周期的概率环境影响
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-27 DOI: 10.1002/eqe.4154
Boyan Ping, Cheng Fang, Jason Ziqiang Chen, Jiawei Wang, Adelaja Israel Osofero, Yiwei Ping

This paper presents a comprehensive framework for life-cycle carbon emission assessment of steel frame structures in seismic zones, with a particular focus on emerging self-centering steel structures with reduced residual deformation and enhanced seismic resilience. The proposed framework is illustrated through a life-cycle embodied carbon (EC) emission study on an office building located at Los Angeles, USA. Different structural bracing systems are considered for comparison, namely, conventional concentrically braced frame (CBF), bucking-restrained braced frame (BRBF), and self-centering braced frames (SCBFs). The life cycle assessment (LCA) of EC emissions mainly involves four phases: (1) components manufacturing phase, (2) construction phase, (3) operation and maintenance phase, and (4) EC emissions related to seismic hazard. For the last stage, the engineering demand parameter (EDP) is obtained through incremental dynamic analysis (IDA), and combined with the fragility function and the seismic risk curve to obtain the expected EC emissions related to seismic hazard over the life cycle. Among other findings, the results show that: (1) In the manufacturing process, the EC emissions of the emerging SCBFs are slightly increased (by up to 1.4%) compared with the two other conventional steel frames. (2) During the construction, operation, and maintenance phases, there is no difference in the EC emissions for the different structural systems. (3) The EC emissions related to potential seismic risk are reduced by up to 65.3% when the proposed self-centering structural system (P-SCBF) is used. (4) Compared with the CBF, the total EC emission over a 100-year lifespan can be reduced by up to 14.6% when the P-SCBF is used. Due to the limited deformation capacity of braces, the EC emissions of CBF and BRBF are more sensitive to increases in the intensity measure (IM). Since a building becomes difficult to repair when the maximum residual inter-story drift exceeds 0.5%, BRBF and CBF are more susceptible to demolition due to unacceptable residual deformation, leading to higher EC emissions. The EC reduction efficiency of the emerging steel frames become more remarkable with increasing life span.

本文提出了地震带钢框架结构生命周期碳排放评估的综合框架,尤其关注具有减少残余变形和增强抗震能力的新兴自定心钢结构。通过对位于美国洛杉矶的一栋办公楼进行生命周期体现碳(EC)排放研究,对所提出的框架进行了说明。比较考虑了不同的结构支撑系统,即传统同心支撑框架(CBF)、屈曲约束支撑框架(BRBF)和自定中心支撑框架(SCBF)。欧共体排放的生命周期评估(LCA)主要涉及四个阶段:(1)组件制造阶段;(2)施工阶段;(3)运行和维护阶段;(4)与地震危害相关的欧共体排放。在最后一个阶段,通过增量动态分析(IDA)获得工程需求参数(EDP),并结合脆性函数和地震风险曲线,得出生命周期内与地震灾害相关的预期 EC 排放量。结果表明(1) 在制造过程中,新出现的 SCBF 与其他两种传统钢框架相比,EC 排放量略有增加(最多增加 1.4%)。(2) 在建造、運作和維修階段,不同結構系統的氨基甲酸乙酯排放量並無分別。(3) 采用建议的自定心结构系统(P-SCBF)时,与潜在地震风险有关的氨基甲酸乙酯排放量最多可减少 65.3%。(4) 与 CBF 相比,采用 P-SCBF 后,100 年寿命期间的总排放可减少 14.6%。由于支撑物的变形能力有限,CBF 和 BRBF 的导电率排放对强度措施(IM)的增加更为敏感。由于当最大残余层间漂移超过 0.5% 时,建筑物将难以修复,因此 BRBF 和 CBF 更容易因不可接受的残余变形而被拆除,从而导致更高的 EC 排放。随着使用年限的增加,新出现的钢框架在减少导电率方面的效果会更加显著。
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引用次数: 0
Hybrid surrogate model combining physics and data for seismic drift estimation of shear-wall structures 结合物理和数据的混合代用模型用于剪力墙结构的地震漂移估算
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-21 DOI: 10.1002/eqe.4151
Yifan Fei, Wenjie Liao, Pengju Zhao, Xinzheng Lu, Hong Guan

To address the issue of costly computational expenditure related to high-fidelity numerical models, surrogate models have been widely used in various engineering tasks, including design optimization. Despite the successful application of the existing surrogate models, physics-based models depend largely on simplifications and assumptions, which render parameter calibration challenging; whereas data-driven models require substantial data to reach their full potential, with their performance often being constrained in tasks when obtaining massive data is difficult. In this study, a hybrid surrogate model is proposed combining physics-based and data-driven models to rapidly estimate building seismic responses. The application of this model is exemplified through effective estimation of inter-story drift ratios (IDRs), being a critical factor in shear-wall structure design. Initially, a data augmentation technique and a parametric modeling procedure are introduced to significantly enhance the dataset diversity. Subsequently, a task decomposition strategy is proposed to effectively integrate a data-driven graph neural network (GNN) and a physics-based flexural-shear model. Additionally, the output layer and the loss function of the GNN are modified to enhance the estimation accuracy by eliminating fundamental errors. Results of numerical experiments indicate that the proposed hybrid model can complete IDR estimations in an average time of 0.56 s, with a mean absolute percentage error of 12.7%. This performance significantly surpasses that of existing purely data-driven and physics-based models. A case study shows that the efficiency of the proposed hybrid model is approximately 100 times greater than that of conventional finite element software. This enables an accurate assessment of the design compliance with code requirements. The results of this study can be applied to the design optimization of seismic-resistant building structures.

为了解决与高保真数值模型相关的昂贵计算支出问题,代用模型已被广泛应用于包括设计优化在内的各种工程任务中。尽管现有的代用模型应用成功,但基于物理的模型在很大程度上依赖于简化和假设,这使得参数校准具有挑战性;而数据驱动模型需要大量数据才能充分发挥其潜力,在难以获得大量数据的任务中,其性能往往受到限制。本研究提出了一种混合代用模型,它结合了基于物理的模型和数据驱动模型,可快速估算建筑物的地震响应。层间漂移比(IDR)是剪力墙结构设计中的一个关键因素,该模型的应用通过有效估算层间漂移比来体现。首先,引入了数据增强技术和参数建模程序,以显著提高数据集的多样性。随后,提出了一种任务分解策略,以有效整合数据驱动的图神经网络(GNN)和基于物理的挠剪模型。此外,还修改了图神经网络的输出层和损失函数,通过消除基本误差来提高估计精度。数值实验结果表明,所提出的混合模型可以在 0.56 秒的平均时间内完成 IDR 估计,平均绝对百分比误差为 12.7%。这一性能大大超过了现有的纯数据驱动和基于物理的模型。一项案例研究表明,所提出的混合模型的效率约为传统有限元软件的 100 倍。这样就能准确评估设计是否符合规范要求。本研究的结果可用于抗震建筑结构的优化设计。
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引用次数: 0
Selective online model updating in hybrid simulation of a full-scale steel moment frame 全尺寸钢制弯矩框架混合模拟中的选择性在线模型更新
IF 4.3 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-05-21 DOI: 10.1002/eqe.4149
Claudio Sepulveda, Mao Cheng, Tracy Becker, Gilberto Mosqueda, Kung-Juin Wang, Po-Chia Huang, Cheng-Wei Huang, Chia-Ming Uang, Chung-Che Chou

This study presents the implementation of an online model updating algorithm within a full-scale hybrid simulation (HS) of a six story, four bay steel moment frame. The experimental substructure consists of a cruciform subassembly generating critical data on the nonlinear behavior of the first story column and two beams with reduced beam sections (RBSs) on each side. The updating algorithm focuses on the modeling parameters of plastic hinge elements representing the RBSs in the numerical model. A smooth plasticity model is utilized for beam plastic hinges with updating parameters identified from on-line experimental data through a modified version of the unscented Kalman filter. The HS shows that the numerical beam hinges based on simple hysteretic model with updated parameters are able to capture the characteristic behavior observed in experiments. Due to fracture of beam flanges is observed in the experiments, a selective updating concept is proposed to allow for updating multiple numerical components accounting for asymmetric behavior and variability in the response. The selective updating method is validated through virtual HSs that are better able to identify and isolate the effects of fracture and other behavioral characteristics. The combination of results from physical and virtual tests highlights the benefits of model updating on the local and overall system-level response.

本研究介绍了在线模型更新算法在六层四榀钢制弯矩框架全尺寸混合模拟(HS)中的应用。实验子结构包括一个十字形子组件,该组件可生成第一层柱子和两根横梁的非线性行为的关键数据,两根横梁的两侧各有一个缩减梁截面 (RBS)。更新算法的重点是数值模型中代表 RBS 的塑性铰元素的建模参数。梁塑性铰链采用平滑塑性模型,更新参数通过改进版的无香味卡尔曼滤波器从在线实验数据中确定。研究表明,基于简单滞后模型和更新参数的数值梁铰链能够捕捉到实验中观察到的特征行为。由于在实验中观察到梁翼缘板断裂,因此提出了选择性更新概念,以允许更新多个数值成分,从而考虑到响应中的非对称行为和可变性。选择性更新方法通过虚拟 HS 得到验证,虚拟 HS 能够更好地识别和隔离断裂和其他行为特征的影响。物理测试和虚拟测试的结果相结合,凸显了模型更新对局部和整体系统级响应的益处。
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Earthquake Engineering & Structural Dynamics
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