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Theoretical and experimental studies on the bending properties of glued laminated timber manufactured with Chinese fir 用中国杉木制造的胶合层压材弯曲性能的理论和实验研究
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-29 DOI: 10.1016/j.istruc.2024.107149

China has been increasingly promoting the use of prefabricated timber structure buildings in recent years. However, unlike other countries, China lacks a diverse range of local tree species and engineered wood products suitable for load-bearing components in timber structures. This shortage poses a risk to the sustainable development of timber structures in China. This issue is addressed in this study, which focuses on the development and manufacture of glued laminated timber (GLT) using Chinese fir from plantation forests. The dynamic elastic modulus of 549 laminae was evaluated using the FAKOPP stress wave approach. A total of 28 laminae were randomly selected from Classes I, II, and III to assess the influence of stress grading on bending performance. This study included an analysis of failure modes, bending capacity, and the prediction model for bending stiffness of GLT with different layups and cross-sectional heights. The findings showed that the dynamic elastic modulus of the laminae followed a normal distribution. The bending strength and modulus of elasticity of finger-jointed laminae across different grades were 29.59 MPa to 37.05 MPa and 8.13 GPa to 10.94 GPa, respectively. The mechanical properties of both same-grade and mixed-grade composition GLT manufactured from Chinese fir met the TCT28 (MOR≥28 MPa, MOE≥8000 MPa) and TCYD24 (MOR ≥ 24 MPa, MOE ≥ 8000 MPa) garde requirements in GB/T26889, respectively. Failure modes in the GLT specimens typically began at the knots or finger joints of the bottom layer laminae. The cross-sectional height had no significant effect on the modulus of elasticity of GLT but exerted a significant effect on bending strength. The prediction model for bending stiffness, developed using the transformed section method, agreed with the experimental results. The outcome of this research provides a scientific and data-driven foundation for the application of Chinese fir in the field of structural materials.

近年来,中国越来越多地推广使用预制木结构建筑。然而,与其他国家不同的是,中国缺乏适合用作木结构承重构件的各种本地树种和工程木产品。这种短缺给中国木结构建筑的可持续发展带来了风险。本研究针对这一问题,重点研究了使用人工林中的中国杉木开发和制造胶合层压材(GLT)的情况。采用 FAKOPP 应力波方法评估了 549 块层压板的动态弹性模量。从 I 级、II 级和 III 级中随机选取了 28 块板材,以评估应力分级对弯曲性能的影响。这项研究包括对不同层压和截面高度的 GLT 的失效模式、弯曲能力和弯曲刚度预测模型进行分析。研究结果表明,层压板的动态弹性模量呈正态分布。不同等级指接层压板的弯曲强度和弹性模量分别为 29.59 MPa 至 37.05 MPa 和 8.13 GPa 至 10.94 GPa。用中国杉木制造的同等级和混合等级成分 GLT 的力学性能分别达到了 GB/T26889 中的 TCT28(MOR≥28 MPa,MOE≥8000 MPa)和 TCYD24(MOR ≥ 24 MPa,MOE≥8000 MPa)标准要求。GLT 试样的失效模式通常始于底层层板的节或指接缝处。横截面高度对 GLT 的弹性模量没有显著影响,但对弯曲强度有显著影响。利用变换截面法建立的弯曲刚度预测模型与实验结果一致。该研究成果为杉木在结构材料领域的应用提供了科学和数据驱动的基础。
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引用次数: 0
Test on progressive collapse of steel moment-resisting frame with upper-and-lower flange angle steel connection 采用上下翼缘角钢连接的钢制弯矩抵抗框架的渐进式坍塌试验
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107171

Both of test and numerical simulation methods are employed to study the vertical progressive collapse and collapse assessment methods of steel frame under accidental loads. Firstly, a steel frame collapse test model with a geometric similarity ratio of 1:1.5 is designed and manufactured. The ends of column of test model is fixed. The upper and lower flange angle steel connection is used. The far end of the beam is constrained by a controllable sliding hinge support. The various stages of vertical progressive collapse of structures are simulated by a large displacement loads applied at the far end of the beam. The main focus of the testing is to examine the stress and deformation of beam and joint at various stages, particularly the development of stress and deformation in the angle steel attached to the beam-column connection. The development law of collapse load-displacement curve, joint rotation, beam strain, and angle steel strain are analyzed. The structural resistance mechanism and the transformation relationship between resistance mechanisms during collapse are studied. Subsequently, the relationship between the structural dynamic increase factor curve and the structural collapse process is analyzed using finite element method. The results show that the strain of angle steels can better reflect the destruction and deformation process of substructure during the collapse, the collapse resistance mechanism of structure, and the transition between resistance mechanisms.With the help of the characteristic points on the structural dynamic increase factor curve, the collapse limit state of structure can be reliably determined.

采用试验和数值模拟两种方法,研究意外荷载作用下钢结构框架的竖向渐进坍塌和坍塌评估方法。首先,设计并制作了几何相似比为 1:1.5 的钢框架倒塌试验模型。试验模型的支柱两端固定。采用上下翼缘角钢连接。梁的远端由可控滑动铰链支撑约束。通过在梁的远端施加大位移荷载来模拟结构垂直渐进坍塌的各个阶段。试验的重点是研究梁和连接处在各个阶段的应力和变形,特别是梁柱连接处角钢的应力和变形的发展。分析了坍塌荷载-位移曲线、连接旋转、梁应变和角钢应变的发展规律。研究了倒塌过程中的结构阻力机制和阻力机制之间的转换关系。随后,采用有限元法分析了结构动力增加系数曲线与结构倒塌过程之间的关系。结果表明,角钢应变能较好地反映下部结构在倒塌过程中的破坏变形过程、结构的抗倒塌机理以及抗倒塌机理之间的转换关系。
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引用次数: 0
Mechanical properties, pore structure and freeze-thaw resistance of recycled aggregate concrete based on ash of mushroom and corn straw 基于蘑菇灰和玉米秸秆的再生骨料混凝土的力学性能、孔隙结构和抗冻融性
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107167

Solid wastes, including granulated blast furnace slag (GBFS) and low-carbon mushroom-corn straw mixed biomass ash (MCA), are utilized to create supplementary cementitious materials (MCG) on a 1:1 basis in place of cement in response to the Global Carbon Reduction Initiative (GCRI). This study examines the regular relationships of seven types of recycled aggregate concrete (RAC) with varying MCG substitution rates (0 %, 7 %, 14 %, 21 %, 28 %, 35 %, and 42 %). These multiscale properties include slump, strength at various ages, freeze-thaw resistance, hydration characteristics, and pore structure characteristics based on NMR. With a 28-day compressive strength of 45.6 MPa, the highest percentage of transition and capillary holes at 79.13 %, and the lowest rate of mass and strength loss at 36 freezes and thaws at 0.35 % and 17.65 %, respectively, the results indicate that MCGRC has the best overall performance at a 21 % MCG substitution rate. Furthermore, there are notable quadratic and linear correlations between the MCGRC compressive strength and the alkalinity of the pore solution and chemically binding water, respectively.

为了响应全球碳减排倡议(GCRI),包括粒化高炉矿渣(GBFS)和低碳蘑菇-玉米秸秆混合生物质灰(MCA)在内的固体废弃物被用来以 1:1 的比例替代水泥制造胶凝补充材料(MCG)。本研究考察了七种类型的再生骨料混凝土(RAC)在不同的 MCG 替代率(0%、7%、14%、21%、28%、35% 和 42%)下的常规关系。这些多尺度特性包括坍落度、不同龄期的强度、抗冻融性、水化特性以及基于核磁共振的孔隙结构特性。结果表明,MCGRC 的 28 天抗压强度为 45.6 兆帕(MPa),过渡孔和毛细孔的比例最高(79.13%),36 次冻融时的质量和强度损失率最低(分别为 0.35% 和 17.65%),在 MCG 替代率为 21% 的情况下,MCGRC 的综合性能最佳。此外,MCGRC 的抗压强度与孔隙溶液和化学结合水的碱度分别存在明显的二次和线性相关关系。
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引用次数: 0
Experimental and numerical investigation of a steel yielding arc and ring damper 钢制屈服弧环阻尼器的实验和数值研究
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107140

The use of yield steel dampers in structures improves seismic resilience by efficiently absorbing energy, reducing the impact of seismic forces, and enhancing overall safety and stability. This paper introduces Arc and Ring Dampers (ARDs), a replaceable structural fuse system with the goal of improving seismic performance of structures against earthquakes. The ARD configuration consists of a central ring surrounded by four arcs. For the first time, an experimental study is carried out on full-scale damper specimens to determine seismic performance and failure mechanisms under cyclic loading. Nonlinear finite element method (FEM) analysis is employed for numerical validation and parametric exploration, taking into account variables such as arc and ring thickness, ring and arc radius, and stiffener width. According to the results, by carefully selecting and designing the geometric characteristics of this damper, it would offer a remarkably efficient energy absorption capacity and a significant load-bearing ability, resulting in a 36 % increase in its equivalent damping ratio. This study also describes these geometric features in detail, including the arcs' and ring's width-to-thickness ratios. Furthermore, this damper maintains structural stiffness without degradation under cyclic loading conditions, showing good ductility up to a value of 5.5. The theoretical predictions here are in good agreement with the experimental outcomes.

在结构上使用屈服钢阻尼器可有效吸收能量,减少地震力的影响,提高整体安全性和稳定性,从而提高抗震能力。本文介绍了弧形和环形阻尼器 (ARD),这是一种可更换的结构引信系统,旨在提高结构的抗震性能。ARD 结构由一个中心环和四个弧形环组成。我们首次对全尺寸阻尼器试件进行了实验研究,以确定其在循环荷载作用下的抗震性能和破坏机制。考虑到弧和环厚度、环和弧半径以及加劲件宽度等变量,采用非线性有限元法(FEM)分析进行数值验证和参数探索。结果表明,通过精心选择和设计该阻尼器的几何特征,它可以提供显著高效的能量吸收能力和强大的承载能力,从而使等效阻尼比提高 36%。本研究还详细介绍了这些几何特征,包括弧形和环形的宽厚比。此外,这种阻尼器在循环加载条件下仍能保持结构刚度而不会降低,在达到 5.5 值时表现出良好的延展性。理论预测与实验结果非常吻合。
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引用次数: 0
Characterisation of timber joists-masonry connections in double-leaf cavity walls – Part 1: Experimental results 双叶空心墙中木托梁与砌体连接的特性分析--第 1 部分:实验结果
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107164

Post-earthquake structural damage shows that out-of-plane (OOP) wall collapse is one of the most common failure mechanisms in unreinforced masonry (URM) buildings. This issue is particularly critical in Groningen, a province located in the northern part of the Netherlands, where low-intensity induced earthquakes have become an uprising problem in recent years. The majority of buildings in this area are constructed using URM and were not designed to withstand earthquakes, as the area had never been affected by tectonic seismic activity before. OOP failure in URM structures often stems from poor connections between structural elements, resulting in insufficient restraint to the URM walls. Therefore, investigating the mechanical behaviour of these connections is of prime importance for mitigating damages and collapses in URM structures.

This paper presents the results of an experimental campaign conducted on timber joist-masonry cavity wall connections. The specimens consisted of timber joists pocketed into masonry wallets. The campaign aimed at providing a better understanding and characterisation of the cyclic axial behaviour of these connections. Both as-built and strengthened conditions were considered, with different variations, including two tie distributions, two pre-compression levels, two different as-built connections, and one strengthening solution. The experimental findings underscored that incorporating retrofitting bars not only restores the system’s initial capacity but also guarantees deformation compatibility between the wall and the joist. This effectively enhances the overall deformation capacity and ductility of the timber joist-cavity wall system.

震后结构破坏表明,平面外墙体倒塌(OOP)是非加固砌体(URM)建筑最常见的破坏机制之一。这一问题在格罗宁根省尤为严重,该省位于荷兰北部,近年来低烈度诱发地震已成为该省的一个突出问题。由于该地区以前从未受到过构造地震活动的影响,因此该地区的大部分建筑都是使用 URM 建造的,其设计并不具备抗震能力。城市轻轨结构中的 OOP 故障通常源于结构构件之间的连接不良,导致对城市轻轨墙体的约束不足。因此,研究这些连接件的机械性能对于减轻 URM 结构的损坏和倒塌至关重要。本文介绍了对木托梁-砌体空心墙连接件进行试验的结果。本文介绍了木托梁与砌体空心墙连接的实验结果。试样由装入砌体夹层的木托梁组成。该活动旨在更好地了解和描述这些连接的循环轴向行为。试验考虑了竣工和加固条件,并采用了不同的变化,包括两种拉杆分布、两种预压缩水平、两种不同的竣工连接和一种加固解决方案。实验结果表明,采用加固杆件不仅能恢复系统的初始承载能力,还能保证墙体和托梁之间的变形兼容性。这有效提高了木托梁-空心墙系统的整体变形能力和延展性。
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引用次数: 0
A case study of preliminary damage detection of two heritage vaults through geometric deformation analysis on 3D point clouds 通过三维点云几何变形分析初步检测两座文物拱顶损坏情况的案例研究
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107175

Masonry vaults are common structural elements in heritage buildings that, given their long lifespan, are susceptible to the accumulation of damages and deformations from diverse actions such as overloads, support movements, seismic action, etc. The use of 3D point clouds from terrestrial laser scanners and structure from motion photogrammetry survey to investigate these deformations can offer valuable information for structural assessment and conservation, particularly when historical information is limited. The analysis of the deviation measured between the surveyed as-built point cloud of a vault and a reference geometry could reveal deformation patterns. Those, compared with recurring damage mechanisms discussed in literature, can provide a preliminary identification of the damage mechanisms affecting a structure, and the evaluation guide the recognition of the underlying action. The aim of this paper is to investigate how to generate different reference geometries and the impacts of their choice as reference geometry for the identification and quantification of different deformations. Deviation analyses were performed on the main vaults of two different churches with different reference geometries (i.e., geometries derived from the survey and geometrical primitives fitted on point-cloud), and the results were discussed by comparing the deviation maps obtained with the crack pattern and the already known deformations of the buildings.

砌体拱顶是文物建筑中常见的结构构件,由于使用年限较长,很容易受到各种作用(如超载、支撑移动、地震作用等)的破坏和变形。利用地面激光扫描仪的三维点云和运动摄影测量的结构来研究这些变形,可以为结构评估和保护提供有价值的信息,尤其是在历史信息有限的情况下。通过分析测量到的拱顶竣工点云与参考几何图形之间的偏差,可以揭示变形模式。将这些模式与文献中讨论的反复出现的破坏机制进行比较,可以初步确定影响结构的破坏机制,并通过评估指导对潜在作用的识别。本文旨在研究如何生成不同的参考几何图形,以及选择这些几何图形作为参考几何图形对识别和量化不同变形的影响。本文对两座不同教堂的主拱顶进行了偏差分析,并采用了不同的参考几何图形(即从勘测中得出的几何图形和在点云上拟合的几何基元),通过将获得的偏差图与建筑物的裂纹模式和已知变形进行比较,对结果进行了讨论。
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引用次数: 0
Progressive collapse resistance of self-resilient composite frames under fire conditions 自弹性复合材料框架在火灾条件下的渐进式抗倒塌能力
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107127

Self-resilient composite frames exhibit robust resistance to progressive collapse and excellent seismic performance. However, their behavior under fire conditions is inadequately explored. This study investigates the collapse resistance mechanisms and response of self-resilient composite frame substructures (SRCFS) under fire-induced progressive collapse. A three-dimensional finite element model was developed, incorporating temperature-dependent thermal and mechanical properties of concrete and steel. Sequentially coupled thermal-mechanical analysis was conducted using the ABAQUS/Explicit solver in a quasi-static manner. Existing experimental data at both ambient and high temperatures were used to validate the proposed model. The study analyzed the contributions of steel beams and strands to vertical resistance, examining their impact on the collapse-resistance mechanism through a constant load-heating transient loading scheme. Structural responses under ambient and fire conditions were compared, focusing on different damage mechanisms. The effects of initial prestressing of strands, angle gauge length, angle thickness, and various heating curves on collapse resistance were evaluated. Findings suggest that the ISO-834 standard's failure criterion is overly conservative for SRCFS, as it neglects the enhanced load-carrying capacity provided by tensile catenary action. This mechanism offers additional escape time, enhancing personnel safety. The study identifies factors influencing the performance of SRCFS against progressive collapse under fire and proposes design recommendations.

自弹性复合材料框架具有强大的抗渐进式倒塌能力和卓越的抗震性能。然而,人们对它们在火灾条件下的行为探索不足。本研究探讨了自弹性复合材料框架子结构(SRCFS)在火灾诱发的渐进式坍塌下的抗坍塌机制和响应。研究开发了一个三维有限元模型,其中包含了混凝土和钢材随温度变化的热性能和机械性能。使用 ABAQUS/Explicit 仿真器以准静态方式进行了顺序耦合热力学分析。现有的常温和高温实验数据被用来验证所提出的模型。研究分析了钢梁和钢绞线对垂直阻力的贡献,通过恒载-加热瞬态加载方案考察了它们对抗倒塌机制的影响。比较了环境条件和火灾条件下的结构响应,重点关注不同的破坏机制。评估了钢绞线初始预应力、角钢规格长度、角钢厚度和各种加热曲线对抗倒塌性的影响。研究结果表明,ISO-834 标准的失效标准对于 SRCFS 而言过于保守,因为它忽略了拉伸导管作用所提供的增强承载能力。这种机制提供了额外的逃生时间,提高了人员安全。该研究确定了影响 SRCFS 在火灾中抗渐进坍塌性能的因素,并提出了设计建议。
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引用次数: 0
Characterisation of timber joists-masonry connections in double-leaf cavity walls – Part 2: Mechanical model 双叶空心墙中木托梁与砌体连接的特性分析--第 2 部分:力学模型
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-28 DOI: 10.1016/j.istruc.2024.107165

The seismic assessment of the out-of-plane (OOP) behaviour of unreinforced masonry (URM) buildings is essential since the OOP is one of the primary collapse mechanisms in URM buildings. It is influenced by several parameters, including the poor connections between structural elements, a weakness highlighted by post-earthquake observations. The paper presents a mechanical model designed to predict the contributions of various resisting mechanisms to the strength capacity of timber-joist connections in masonry cavity walls. The research presented in this paper considers two different failure modes: joist-wall interface failure, and OOP rocking behaviour of the URM walls. Consequently, two mechanical models are introduced to examine these failure modes in timber-joist connections within masonry cavity walls. One model focuses on the joist-wall interface failure, adopting a Coulomb friction model for joist-sliding further extended to incorporate the arching effect. The other model investigates the OOP rocking failure mode of walls. The combined mechanical model has been validated against the outcomes of an earlier experimental campaign conducted by the authors. The considered model can accurately predict the peak capacity of the joist connection and successfully defines the contribution of each mechanism in terms of resistance at failure.

对非加固砌体(URM)建筑的平面外行为进行抗震评估至关重要,因为平面外行为是 URM 建筑的主要倒塌机制之一。它受多个参数的影响,包括结构构件之间的连接不良,而震后观察则凸显了这一弱点。本文介绍了一个力学模型,旨在预测各种抗震机制对砌体空腔墙中木材-桁架连接强度能力的贡献。本文的研究考虑了两种不同的失效模式:桁架-墙体接口失效和 URM 墙体的 OOP 摇晃行为。因此,本文引入了两种力学模型来研究砌体空腔墙中木材-桁架连接的这些失效模式。其中一个模型主要针对接合墙界面失效,采用库仑摩擦模型进行接合滑动,并进一步扩展以纳入拱起效应。另一个模型则研究了墙体的 OOP 摇摆失效模式。综合力学模型已根据作者早先进行的实验结果进行了验证。所考虑的模型可以准确预测托梁连接的峰值承载力,并成功定义了每种机制在失效阻力方面的贡献。
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引用次数: 0
Data-driven study on shear bearing capacity of segmental concrete joints 以数据为导向的分段混凝土接缝抗剪承载力研究
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-27 DOI: 10.1016/j.istruc.2024.107145

Segmental assembly joints with excellent shear bearing capacity are the key to ensure the integrity of precast concrete girder bridges, which directly affects the force transmission state of the girders. However, with the existence of unfavorable factors such as the multi-key shear capacity reduction effect, the traditional prediction model for calculating the concrete joints shear capacity has poor prediction accuracy and large dispersion. To overcome the shortcomings of the existing prediction model, this study established a database consisting of 311 sets of test data and 110 sets of numerical results based on existing research. A total of seven data-driven models for predicting shear capacity of concrete joints were trained and generated based on the database, namely, two linear models (Linear Regression Support Vector Machine Algorithm, Least Squares Linear Regression) and five nonlinear models (Neural Network Bayesian Regularization; Neural Network Quantized Conjugate Gradient Model, Neural Network Levenberg-Marquardt (LM), Decision Tree, and Gaussian regression). The coefficient of determination (R2), root mean square error (RMSE),mean absolute error (MAE), error range (A20-index), and error analysis were adopted to evaluate those model's performance. The evaluation results show that the LM model has excellent prediction accuracy, stability, robustness, and can guide the engineering design. Finally, the established database (421 data sets) and trained LM algorithm model were open sourse in this study to promot the investigate of precast concrete structures.

具有优异抗剪承载力的节段拼装缝是保证预制混凝土梁桥整体性的关键,直接影响梁体的传力状态。然而,由于多键抗剪承载力降低效应等不利因素的存在,传统的混凝土接缝抗剪承载力预测计算模型存在预测精度差、离散性大等问题。为克服现有预测模型的不足,本研究在已有研究的基础上,建立了由 311 组试验数据和 110 组数值结果组成的数据库。基于数据库,共训练生成了 7 个数据驱动的混凝土接头抗剪能力预测模型,即 2 个线性模型(线性回归支持向量机算法、最小二乘线性回归)和 5 个非线性模型(神经网络贝叶斯正则化、神经网络量化共轭梯度模型、神经网络 Levenberg-Marquardt (LM)、决策树和高斯回归)。采用判定系数(R2)、均方根误差(RMSE)、平均绝对误差(MAE)、误差范围(A20-指数)和误差分析来评价这些模型的性能。评估结果表明,LM 模型具有出色的预测精度、稳定性和鲁棒性,可以指导工程设计。最后,本研究开放了已建立的数据库(421 个数据集)和训练有素的 LM 算法模型,以促进对预制混凝土结构的研究。
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引用次数: 0
Kernel extreme learning machine and finite element method fusion fire damage prediction of concrete structures 核极端学习机与有限元法融合的混凝土结构火灾损伤预测
IF 3.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-08-27 DOI: 10.1016/j.istruc.2024.107172

To achieve reasonable fire damage evaluation of concrete structures, a model-driven and data-driven fusion prediction framework is proposed in this investigation. In the framework, finite element method (FEM) coupled with a thermo-mechanical damage model is used to provide forward response calculation of concrete structures under the combined action of high temperature and external forces. Kernel extreme learning machine (KELM) is utilized to invert the thermal and mechanical performance parameters in finite element computation with aid of the measured response data. Additionally, sand cat swarm optimization (SCSO) algorithm is utilized to improve inversion performance. Fire damage of a concrete column and a concrete frame structure is studied and compared with the corresponding experiments. Through comparison, it can be found that the fire damage simulation of the two examples can match well with the corresponding experimental results. The results support that the proposed model-driven and data-driven fusion prediction framework with aid of KELM coupled with a SCSO and FEM coupled with a thermo-mechanical damage model can be utilized to support a useful tool for fire damage prediction of concrete structures.

为了对混凝土结构进行合理的火灾损伤评估,本研究提出了一种模型驱动和数据驱动的融合预测框架。在该框架中,有限元法(FEM)与热机械损伤模型相结合,提供了混凝土结构在高温和外力共同作用下的前向响应计算。利用核极端学习机(KELM),在有限元计算中借助测量的响应数据反演热性能和机械性能参数。此外,还采用了沙猫群优化算法(SCSO)来提高反演性能。研究了混凝土柱和混凝土框架结构的火灾破坏情况,并与相应的实验进行了比较。通过对比可以发现,两个实例的火灾损伤模拟结果与相应的实验结果非常吻合。这些结果证明,所提出的模型驱动和数据驱动融合预测框架,借助 KELM 耦合 SCSO 和 FEM 耦合热机械损伤模型,可以为混凝土结构的火灾损伤预测提供有用的工具。
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引用次数: 0
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