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Data‐driven modeling and prediction on hysteresis behavior of flexure RC columns using deep learning networks 数据驱动的建模和预测使用深度学习网络的弯曲钢筋混凝土柱的迟滞行为
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-06-05 DOI: 10.1002/tal.2039
Jiangmeng Guo, Luji Wang, Jiazeng Shan
Hysteresis behavior of structural components has been one of the research focus for the structural engineering community for decades, comprehensively determines the structural performance and safety, and plays an important role in structural disaster mitigation. It is of great significance to continuously monitor structural responses and accurately characterize structural hysteresis. Currently, the nonlinear properties of real‐world structural components cannot be obtained before its failure. Thus, a historical database is collected firstly. Then, a data‐driven analysis method is proposed for predicting hysteresis behaviors of reinforced concrete (RC) columns. A bidirectional LSTM (BLSTM) network is developed to model and predict hysteresis curves. The data with unfixed lengths are specially processed to simultaneously guarantee a uniform size and avoid data loss, and the clipping layers are inserted in the model to clip off inferior predictions and improve the accuracy. This methodology is systematically studied and validated by employing a sythetic database generated by numerical simulation and the full‐scale experiment database named PEER database. Result shows that proposed BLSTM can predict the hysteresis curves of the RC components with acceptable accuracy and robustness. Moreover, the interpretability analysis is performed on identifying the learning and prediction principle of the BLSTM model on hysteresis prediction and its accuracy variation under different model architectures.
几十年来,结构构件的滞回性能一直是结构工程界的研究热点之一,它全面决定着结构的性能和安全性,在结构减灾中发挥着重要作用。连续监测结构响应,准确表征结构滞后具有重要意义。目前,现实世界中的结构构件在失效之前无法获得其非线性特性。因此,首先收集历史数据库。然后,提出了一种数据驱动的分析方法来预测钢筋混凝土(RC)柱的滞回性能。开发了一个双向LSTM(BLSTM)网络来建模和预测磁滞曲线。对长度不固定的数据进行了特殊处理,以同时保证大小一致并避免数据丢失,并在模型中插入了裁剪层,以裁剪较差的预测并提高准确性。该方法通过使用数值模拟生成的合成数据库和名为PEER数据库的全尺寸实验数据库进行了系统的研究和验证。结果表明,所提出的BLSTM能够以可接受的精度和鲁棒性预测RC元件的磁滞曲线。此外,对BLSTM模型在滞后预测方面的学习和预测原理及其在不同模型架构下的精度变化进行了可解释性分析。
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引用次数: 1
Synergistic use of ultra‐high‐performance fiber‐reinforced concrete (UHPFRC) and carbon fiber‐reinforced polymer (CFRP) for improving the impact resistance of concrete‐filled steel tubes 协同使用超高性能纤维增强混凝土(UHPFRC)和碳纤维增强聚合物(CFRP)提高钢管混凝土的抗冲击性能
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-06-01 DOI: 10.1002/tal.2036
D. Saini, B. Shafei
Concrete‐filled steel tubes (CFSTs) have received growing attention, owing to their rapid construction, reduced labor requirement, and reasonable material cost. While in service, the CFSTs can be subjected to unexpected impact loads, originating from vehicle and vessel collision, as well as water‐ and wind‐borne debris impact. Such extreme loading events often cause a partial or complete failure of conventional CFSTs, risking the safety and performance of the entire structural systems that rely on them. To address this issue, the current study explores how two advanced composite materials, including ultra‐high‐performance fiber‐reinforced concrete (UHPFRC) and carbon fiber‐reinforced polymer (CFRP), can be utilized to provide superior mechanical properties and minimize the vulnerability of CFSTs to impact loads. The composite materials under consideration are appropriate for both new and existing structures, in which normal‐strength concrete can be replaced with UHPFRC, while CFRP sheets can further strengthen the CFSTs. For obtaining in‐depth insights, a computational framework validated with the experimental tests was developed in the current study. Using a set of representative impact scenarios, various response measures, such as internal forces and deflections, as well as the energy absorbed by the CFSTs, were recorded during impact simulations. The investigations were then further extended to capture the influence of the main design parameters related to concrete, CFRP, and steel tube. From the conducted investigations, an energy absorption index was introduced, as a measure to evaluate the performance of CFSTs under impact loads.
钢管混凝土因其施工速度快、人工需求少、材料成本合理等优点而受到越来越多的关注。在使用过程中,cfst可能会受到意想不到的冲击载荷,包括车辆和船只的碰撞,以及水和风带来的碎片撞击。这种极端荷载事件经常导致传统cfst部分或完全失效,危及依赖它们的整个结构系统的安全和性能。为了解决这个问题,目前的研究探索了如何利用两种先进的复合材料,包括超高性能纤维增强混凝土(UHPFRC)和碳纤维增强聚合物(CFRP),来提供优越的机械性能,并最大限度地减少cfst对冲击载荷的脆弱性。所考虑的复合材料适用于新建和现有的结构,其中普通强度混凝土可以用UHPFRC代替,而CFRP片材可以进一步加强cfst。为了获得更深入的见解,本研究开发了一个经过实验测试验证的计算框架。利用一组具有代表性的冲击情景,记录了冲击模拟过程中的各种响应措施,如内力和挠度,以及cfst吸收的能量。然后进一步扩展调查,以捕获与混凝土、碳纤维增强塑料和钢管相关的主要设计参数的影响。在此基础上,引入了能量吸收指标作为评价cfst在冲击荷载作用下性能的指标。
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引用次数: 0
Issue Information 问题信息
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-06-01 DOI: 10.1002/tal.1958
No abstract is available for this article.
这篇文章没有摘要。
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引用次数: 0
Fragility assessment of an outrigger structure system based on energy method 基于能量法的支臂结构体系易损性评价
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-05-11 DOI: 10.1002/tal.2017
M. Goodarzi, M. Moradi, Pedram Jalali, Moein Abdolmohammadi, Seyed Milad Hasheminejad
Fragility curves development in structures has always been a focus of research interest among structural and earthquake engineers for which the maximum story drift is usually considered as the engineering demand parameter (EDP) known as the conventional approach. This paper aims at calculating the fragility curves of a tall building with outrigger braced system by considering the plastic strain energy as the EDP and compare it with the conventional approach. In addition, the effect of optimizing the position of outriggers on the exceedance probability of the structure under near‐ and far‐fault seismic loadings is investigated in this paper. Fragility curves of this structure in four performance levels including immediate occupancy (IO), life safety (LS), collapse prevention (CP), and instability is extracted based on the conventional method. The fragility curves for the aforementioned performance levels are also extracted based on the plastic strain energy and compared with the conventional approach. The results have demonstrated that optimizing the location of the bracing system would lower the exceedance probability of the structure. Moreover, the exceedance probability of the investigated building with outrigger braced system under far‐fault records in various levels is more than that of near‐fault records. It is also concluded that the conventional approach would lead to more conservative results compared with the energy approach.
结构的易损性曲线发展一直是结构和地震工程师研究的热点,而传统方法通常将最大层间位移作为结构的工程需求参数。以塑性应变能作为EDP,计算了高层伸出臂支撑体系的易损性曲线,并与传统方法进行了比较。此外,本文还研究了在近断层和远断层地震作用下,伸出臂位置的优化对结构超越概率的影响。在常规方法的基础上,提取了该结构在即时占用(IO)、生命安全(LS)、防塌(CP)和失稳四个性能水平上的易损性曲线。基于塑性应变能提取了上述性能等级的脆性曲线,并与常规方法进行了比较。结果表明,优化支撑系统的位置可以降低结构的超限概率。此外,所研究的伸出臂支撑体系建筑在各级远故障记录下的超越概率大于近故障记录下的超越概率。与能量法相比,常规方法得到的结果更为保守。
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引用次数: 0
Issue Information 问题信息
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-05-08 DOI: 10.1002/tal.2016
No abstract is available for this article.
这篇文章没有摘要。
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引用次数: 0
Life‐cycle cost analysis and life‐cycle assessment of the second‐generation benchmark building subject to typhoon wind loads in Hong Kong 香港第二代基准建筑物受台风风荷载影响的生命周期成本分析及生命周期评估
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-04-20 DOI: 10.1002/tal.2014
Siqi Cao, Jiayao Wang, T. Tse
Tall buildings located in Hong Kong can suffer great damage caused by typhoon hazards throughout their lifetimes. In addition, the effect of wind hazards may be exacerbated due to increases in the typhoon intensity and frequency caused by the climate change effect. Therefore, developing a framework to evaluate and quantify the damage caused by wind hazards on tall buildings from the economic perspective is critical for engineers and building owners in designing a cost‐effective tall building. In this study, an economic damage indicator, life‐cycle cost, is measured by using a probabilistic method called life‐cycle cost analysis (LCCA). Moreover, the building sector is one of the biggest contributors to greenhouse gas (GHG) emissions, and the environmental impact that may be generated in intervention activities after wind‐induced damage occurs is analyzed. An environmental impact indicator, embodied carbon emission, is quantified by employing another probabilistic method called life‐cycle assessment (LCA). Therefore, an integrated methodology combining the LCCA and LCA is proposed to evaluate potential damage costs and environmental impact caused by typhoon hazards on tall buildings.
香港的高层建筑在其整个生命周期内都会受到台风灾害的严重破坏。此外,由于气候变化效应导致的台风强度和频率的增加,风害的影响可能会加剧。因此,开发一个框架,从经济角度评估和量化风对高层建筑造成的损害,对于工程师和建筑业主在设计具有成本效益的高层建筑时至关重要。在本研究中,使用一种称为生命周期成本分析(LCCA)的概率方法来测量经济损失指标——生命周期成本。此外,建筑部门是温室气体(GHG)排放的最大贡献者之一,并分析了在风引起的损害发生后,在干预活动中可能产生的环境影响。环境影响指标隐含碳排放通过采用另一种称为生命周期评估(LCA)的概率方法进行量化。因此,本文提出了一种结合LCCA和LCA的综合方法来评估台风灾害对高层建筑的潜在损害成本和环境影响。
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引用次数: 0
Experimental and simulation analysis of thermal behavior of large‐span roof system under solar radiation 太阳辐射下大跨度屋面系统热行为的实验与仿真分析
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-04-17 DOI: 10.1002/tal.2013
Mingming Wang, Z. Xin, Xuan-Xuan Liu, Tong Ou, Dayang Wang, Yongshan Zhang
The large‐span metal roof systems can produce a significant nonuniform temperature effect under solar radiation, leading to potential safety hazards. An experiment is conducted to study the nonuniform thermal behavior of a small‐scale continuous welded stainless steel roof (CWSSR) system under solar radiation. The small‐scale CWSSR system considered different roof slopes and sunward side and nightside. The efficiency of the numerical analysis of the thermal behavior of the roof slab is verified in comparison with the experimental results. Based on the numerical and experimental results, the thermal effect of a full‐scale CWSSR system is studied under different orientations, wind speeds, and atmospheric temperature. Through the analysis of research results, the nonuniform thermal features of the CWSSR system are significant and cannot be overlooked. The temperature difference between the sunward side and nightside roof slab is positively correlated with the roof slope. The thermal behavior of the CWSSR system is greatly influenced by wind speeds but is less affected by orientations and atmospheric temperature.
大跨度金属屋顶系统在太阳辐射下会产生显著的不均匀温度效应,存在安全隐患。对小型连续焊接不锈钢屋顶系统在太阳辐射下的非均匀热行为进行了实验研究。小型CWSSR系统考虑了不同的屋顶坡度以及向阳侧和向阳侧。通过与试验结果的比较,验证了数值分析屋面板热性能的有效性。基于数值和实验结果,研究了全尺度CWSSR系统在不同方位、风速和大气温度下的热效应。通过对研究结果的分析,CWSSR系统的非均匀热特性是不可忽视的。向阳侧和向阳侧屋面板之间的温差与屋顶坡度呈正相关。CWSSR系统的热行为受风速的影响很大,但受方位和大气温度的影响较小。
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引用次数: 0
Issue Information 问题信息
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-04-13 DOI: 10.1002/tal.1955
No abstract is available for this article.
这篇文章没有摘要。
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引用次数: 0
Seismic design and engineering practice of 10‐story shear wall structure with replaceable viscoelastic coupling beams 可更换粘弹性连梁10层剪力墙结构的抗震设计与工程实践
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-03-20 DOI: 10.1002/tal.2010
Ying Zhou, Xiaofang Liu, Yi Xiao, Hao Wu, Meng Wang
Structures with replaceable energy‐dissipating elements are attractive systems for improving building resilience. Damage in these structures is mainly limited to dissipating elements, which can be replaced after earthquakes. Among the energy‐dissipating elements, viscoelastic dampers (VEDs) can dissipate energy even under small deformations while providing stable fatigue performances, which benefits high‐rise buildings in resisting both wind and earthquake loadings. This paper presents the seismic design of an engineering practice of a 10‐story shear wall building with replaceable viscoelastic coupling beams. A new type of viscoelastic material that has negligible frequency dependency is adopted to provide stable constraint for the wall piers. The design details, including VEDs, nonreplaceable segment, and the detachable connection, are exemplified. The numerical model of the replaceable structure is established and analyzed under dynamic loadings. Results confirm that the implementation of replaceable viscoelastic coupling beams improves structural seismic performance. The plastic rotation at the end of the coupling beam is significantly reduced up to 41.4% compared with the traditional coupled shear wall structure.
具有可替换能量耗散元件的结构是提高建筑弹性的有吸引力的系统。这些结构的损坏主要限于耗散元件,这些元件可以在地震后更换。在耗能元件中,粘弹性阻尼器(VEDs)即使在很小的变形下也能耗能,同时提供稳定的疲劳性能,这有利于高层建筑抵抗风和地震载荷。本文介绍了某10层可更换粘弹性连接梁剪力墙建筑的抗震设计工程实例。采用一种可忽略频率相关性的新型粘弹性材料对墙墩提供稳定约束。举例说明了设计细节,包括ved、不可更换段和可拆卸连接。建立了可更换结构在动载荷作用下的数值模型,并对其进行了分析。结果证实,可更换粘弹性耦合梁的实施改善了结构的抗震性能。与传统的耦合剪力墙结构相比,连接梁端塑性转动显著减小,最大可达41.4%。
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引用次数: 0
Plastic energy evaluation of bilinear SDOF systems with fluid viscous dampers 具有流体粘性阻尼器的双线性SDOF系统的塑性能评估
IF 2.4 3区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-03-20 DOI: 10.1002/tal.2011
Mohammed Samier Sebaq, Ying Zhou, G. Song, Yi Xiao
Current seismic practices are more concerned with dissipating a significant portion of seismic input energy than with lateral load resistance, as well as with determining seismic demands of structures using response spectra. This study aims to improve the knowledge of the plastic energy spectra ( EP ) of single‐degree‐of‐freedom systems (SDOF) equipped with fluid viscous dampers (FVDs). This type of dampers is characterized by its supplemental damping ratio ξadd and velocity power α . Using nonlinear dynamic analyses, the EP and its ratio to the input energy ( EP/EI ) are determined using near‐field‐pulse, near‐field‐non‐pulse and far‐field ground motions. Parametric studies are conducted to investigate the effect of ground motion types, original system features and FVD characteristics on EP/EI spectra. The results show that ground motion types have a considerable influence on the EP/EI for systems with FVDs, while they are not effective for systems without FVDs. Increasing FVD nonlinearity (decreasing α) is more effective to reduce the EP/EI under near‐field‐non‐pulse and far‐field motions than under near‐field‐pulse ground motions for structures with Tn > 1 s. The paper further developed a prediction equation for estimating EP/EI for SDOF systems without and with FVDs, which can serve as a useful tool to analyse structural damage for energy‐based seismic design.
当前的抗震实践更关心的是耗散相当大一部分的地震输入能量,而不是横向荷载阻力,以及使用反应谱确定结构的抗震需求。本研究旨在提高对配备流体粘性阻尼器(FVD)的单自由度系统(SDOF)的塑性能谱(EP)的认识。这种类型的阻尼器的特点是其附加阻尼比ξadd和速度功率α。使用非线性动力学分析,使用近场脉冲、近场非脉冲和远场地面运动来确定EP及其与输入能量的比率(EP/EI)。通过参数研究,研究了地面运动类型、原始系统特征和FVD特征对EP/EI谱的影响。结果表明,对于有FVD的系统,地面运动类型对EP/EI有相当大的影响,而对于没有FVD的体系,它们并不有效。对于Tn>的结构,增加FVD非线性(降低α)在近场非脉冲和远场运动下比在近场脉冲地面运动下更有效地降低EP/EI 1. s.本文进一步发展了一个预测方程,用于估计无FVD和有FVD的SDOF系统的EP/EI,该方程可以作为基于能量的抗震设计中分析结构损伤的有用工具。
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引用次数: 0
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Structural Design of Tall and Special Buildings
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