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Surrogate modeling for aerodynamic static instability of central-slotted box decks using machine learning approaches 利用机器学习方法对中心槽箱形甲板的气动静力不稳定性进行代用建模
Pub Date : 2024-07-27 DOI: 10.1177/13694332241267901
Mohammed Elhassan Omer Elhassan, Le-Dong Zhu, Wael Alhaddad, Zhongxu Tan
Studies on aerodynamic controls of central-slotted box decks primarily focused on mitigating vortex-induced vibrations (VIV), as this type of deck typically performs well against flutter instability. However, as the span length increases, the critical wind speed of aerodynamic static instability ( U cr) might be lower than flutter critical wind speed. Thus, U cr will determine the overall aerodynamic performance of such bridges. Investigating this instability through wind tunnel testing methods and numerical simulation can be expensive and time-consuming. In this paper, surrogate models using machine learning approaches, specifically artificial neural network (ANN) and extreme gradient boosting (XGBoost), were developed and optimized for fast and reliable prediction for U cr based on wind tunnel tests and simulation data. The results demonstrated that the built surrogate models can predict U cr accurately. The parametric study results showed that the height ratio of wind fairing apex ( a/b), wind angle of attack ( α), and length of the main span ( L) have the most influence on the U cr compared with other parameters. Finally, based on the developed ANN surrogate model and the artificial bee colony (ABC) optimization algorithm, an optimized section was proposed to enhance the section’s performance against aerodynamic static instability.
对中央开槽箱形桥面气动控制的研究主要集中在减轻涡流诱发振动(VIV)上,因为这种桥面通常对飘动不稳定性表现良好。然而,随着跨度的增加,气动静力不稳定性的临界风速(U cr)可能会低于扑翼临界风速。因此,U cr 将决定此类桥梁的整体空气动力性能。通过风洞试验方法和数值模拟来研究这种不稳定性既昂贵又耗时。本文利用机器学习方法,特别是人工神经网络(ANN)和极梯度提升(XGBoost),开发并优化了代用模型,以便根据风洞试验和模拟数据快速、可靠地预测 U cr。结果表明,建立的代用模型可以准确预测 U cr。参数研究结果表明,与其他参数相比,整流罩顶点高度比(a/b)、风攻角(α)和主跨长度(L)对 U cr 的影响最大。最后,基于所建立的 ANN 代理模型和人工蜂群(ABC)优化算法,提出了一种优化截面,以提高截面的气动静力失稳性能。
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引用次数: 0
Flexural behavior of wet joints connecting step-shaped composite slab and steel beam under negative moment 负弯矩下连接阶梯形复合板和钢梁的湿接缝的挠曲行为
Pub Date : 2024-06-14 DOI: 10.1177/13694332241260131
Ying-Shyang Shan, Yongzhi Gong, Yi Wang
This study proposed an innovative step-shaped composite (SSC) slab system that has a high assembly rate. Experimental and analytical studies were carried out to investigate the flexural behavior of wet joints connecting SSC slabs and H-shaped steel beams under negative moment. The effects of three factors were experimentally examined, including width of the horizontal laminated interface, seated length of precast slabs on steel beam, and type of wet joint materials. The crack development, load–deflection response and strain distribution were monitored during the loading. As found, the SSC slabs showed similar flexural behavior to that of the slab cast-in-situ. The seated length (10-30 mm) had a negligible effect on the flexural behavior of the SSC slabs, while the beneficial effect of using ultra-high performance concrete (UHPC) as the wet joint material was significant. Besides, using a wider horizontal laminated interface, initial cracking load and yield load could be significantly improved, though it had a marginal effect on the bearing capacity. Based on the collected bond test results, a cracking load model for SSC slabs with UHPC wet joint was proposed and validated. Finally, a refined finite element (FE) model was established and calibrated against the test results for parametric analysis.
本研究提出了一种具有高装配率的创新型阶梯形复合(SSC)板系统。通过实验和分析研究了连接 SSC 板和 H 型钢梁的湿接缝在负弯矩作用下的抗弯行为。实验研究了三个因素的影响,包括水平层叠界面的宽度、预制板在钢梁上的就位长度以及湿接缝材料的类型。在加载过程中,对裂缝发展、荷载-挠度响应和应变分布进行了监测。结果发现,SSC 板的抗弯行为与现浇板相似。接缝长度(10-30 毫米)对 SSC 板抗弯行为的影响微乎其微,而使用超高性能混凝土(UHPC)作为湿接缝材料的有利影响则非常显著。此外,使用更宽的水平层压界面可显著提高初始开裂荷载和屈服荷载,但对承载能力的影响微乎其微。根据所收集的粘结试验结果,提出并验证了采用超高性能混凝土湿接缝的 SSC 板的开裂荷载模型。最后,建立了改进的有限元(FE)模型,并根据测试结果进行了参数分析校准。
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引用次数: 0
Post-yielding deflection calculation of flexural hybrid reinforced concrete with a combination of fiber reinforced polymer and steel bars 纤维增强聚合物与钢筋组合的抗弯混合加固混凝土的屈服后挠度计算
Pub Date : 2024-06-14 DOI: 10.1177/13694332241260135
Shui Liu, Xin Wang, L. Ding, Bin Zhong, Huang Huang, Zhishen Wu
Flexural hybrid reinforced concrete members with fiber reinforced polymer (FRP) and steel bars (hybrid-RC) exhibit significant post-yielding stiffness due to the contribution of tensile FRP bars. To predict the post-yielding deflection of hybrid-RC members, the Bischoff’s model for effective moment of inertia is extended into the post-yielding stage. Based on this extended model, expressions for equivalent moment of inertia, which consider the variation in stiffness along the member span with and without tension stiffening, are proposed. Obtaining close-formed solutions for the yielding moment of hybrid-RC cross sections, a critical parameter for determining the post-yielding effective moment of inertia, proves challenging due to the unknown state of compressive concrete. Therefore, a simplified equation to determine the yielding moment are proposed by regression of data derived from numerical sectional analyses. An experimental database including 92 hybrid-RC beams collected from published literature is established. The performance of the proposed equation for the yielding moment and expressions for the equivalent moment of inertia are evaluated using the database. The results indicate that the proposed equation can effectively predict the yielding moments of hybrid-RC beams. Furthermore, using a constant effective moment for predicting the post-yielding deflection is effective for the specimens with relatively high reinforcement ratios. The benefit of considering the stiffness variation along the member span is evident when dealing with lightly-reinforced concrete members.
带有纤维增强聚合物(FRP)和钢筋的柔性混合钢筋混凝土构件(混合-RC)由于拉伸 FRP 钢筋的作用而表现出显著的屈服后刚度。为了预测混合-RC 构件的屈服后挠度,Bischoff 的有效惯性矩模型被扩展到屈服后阶段。在此扩展模型的基础上,提出了等效惯性矩表达式,该表达式考虑了有张力加劲和无张力加劲时构件跨度上的刚度变化。混合 RC 截面的屈服力矩是确定屈服后有效惯性力矩的关键参数,由于受压混凝土的未知状态,要获得该截面屈服力矩的近似解具有挑战性。因此,通过对截面数值分析得出的数据进行回归,提出了确定屈服力矩的简化方程。我们建立了一个实验数据库,其中包括从已发表文献中收集的 92 个混合-RC 梁。利用该数据库对所提出的屈服力矩方程和等效惯性矩表达式的性能进行了评估。结果表明,所提出的方程可以有效预测混合-RC 梁的屈服力矩。此外,使用恒定有效力矩预测屈服后挠度对于配筋率相对较高的试样也很有效。在处理轻筋混凝土构件时,考虑构件跨度上的刚度变化的好处显而易见。
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引用次数: 0
Experimental study and numerical analysis of the flexural performance of key-tooth assembled prestressed concrete cap beam 键齿装配式预应力混凝土盖梁抗弯性能的试验研究和数值分析
Pub Date : 2024-06-14 DOI: 10.1177/13694332241260130
Duo Liu, Jin Wu, Xudong Chen, Ye Tian, Jiandong Zhang
The application of segmental precast assembled concrete cover beams in bridge construction is beneficial to promote low carbon, green and sustainable development of construction projects. To investigate the influence of the fabrication process of large key tooth joints on the shear performance of precast assembled concrete cover girders, the damage process of large key tooth assembled prestressed concrete cover girder specimens was investigated by using ABAQUS finite element analysis (FEA). The results show that: the section precast assembled concrete beams under four-point bending loading conditions, it is in the key tooth joint area that obvious cracking occurs; the finite element model of the large key tooth assembled prestressed cover beams can be effectively used to simulate the overall stress behavior of the beams; as the key tooth depth-to-height ratio increases, the stronger the connecting effect between the damaging key tooth and the positive key tooth is, and the load carrying capacity of the assembled beams is increased by 20% compared with the single key tooth, and ductility is increased by 30%; in the range of suitable reinforcement, the change of reinforcement rate does not have a significant effect on the stress performance of the beam.
分段预制装配式混凝土盖梁在桥梁建设中的应用有利于促进建筑工程的低碳、绿色和可持续发展。为研究大键齿接缝制作工艺对预制装配式混凝土盖梁抗剪性能的影响,采用 ABAQUS 有限元分析方法研究了大键齿装配式预应力混凝土盖梁试件的破坏过程。结果表明截面预制装配式混凝土梁在四点弯曲加载条件下,明显开裂发生在键齿连接区域;大键齿装配式预应力盖梁的有限元模型可有效用于模拟梁的整体受力行为;随着键齿深高比的增大,破坏键齿与正键齿之间的连接作用越强,装配式梁的承载能力比单键齿提高了 20%,延性提高了 30%;在合适的配筋范围内,配筋率的变化对梁的受力性能影响不大。
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引用次数: 0
Study on a vehicular defect identification system for girder bottom inspection of bridges 桥梁梁底检测车辆缺陷识别系统研究
Pub Date : 2024-06-13 DOI: 10.1177/13694332241260136
Shitong Hou, Weihao Sun, Tao Wu, Guangdong Liu, Xiao Fan, Jian Zhang, Zhishen Wu, Gang Wu
The girder bottom inspection is becoming an important part of the bridge maintenance process. In this study, a vehicular defect identification system was built to make the inspection process of bridge bottoms more intelligent, efficient and accurate. The system contains three main parts: image acquisition, image stitching and defect recognition. The image acquisition part was responsible for controlling the start and stop of image acquisition, data transmission and image storage. The image sequences collected were processed and stitched into a panoramic image during the image stitching process, and the coordinate systems of images would also be unified. Finally, the defects in the image were recognized and positioned. Combined with the BIM model, multiscale digital display of bridge bottom defect, including defect recognition and positioning results, was obtained. With the multiscale information, the maintenance for bridges will become more convenient. The deep learning model U2-Net was used to detect cracks and realized a defect detection accuracy of millimeter-level. The experimental results proved that the cracks in the images of the bridge bottom could be detected effectively using the proposed method with a high performance of 79.15 % test dataset F1-score and 0.691 MIoU. Additionally, the proposed defect location method had a centimeter-level defect location accuracy.
梁底检测正成为桥梁维护过程中的重要环节。本研究建立了一个车载缺陷识别系统,以使桥底检测过程更加智能、高效和准确。该系统包括三个主要部分:图像采集、图像拼接和缺陷识别。图像采集部分负责控制图像采集的开始和停止、数据传输和图像存储。在图像拼接过程中,对采集到的图像序列进行处理并拼接成全景图像,同时统一图像的坐标系。最后,对图像中的缺陷进行识别和定位。结合 BIM 模型,便可获得桥梁底部缺陷的多尺度数字显示,包括缺陷识别和定位结果。有了多尺度信息,桥梁的维护将变得更加方便。利用深度学习模型 U2-Net 检测裂缝,实现了毫米级的缺陷检测精度。实验结果证明,使用所提出的方法可以有效地检测出桥底图像中的裂缝,测试数据集的 F1 分数为 79.15 %,MIoU 为 0.691。此外,所提出的缺陷定位方法还具有厘米级的缺陷定位精度。
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引用次数: 0
Wind field reconstruction and optimal anemometer placement for long span bridges 大跨度桥梁的风场重建和最佳风速计布置
Pub Date : 2024-06-13 DOI: 10.1177/13694332241260868
Shu-Meng Li, You-Lin Xu, Shang-Jun Jiang
For long span bridges located in coastal areas, a limited number of anemometers are often installed on the bridge to monitor wind conditions and wind effects. To make best use of wind information from limited anemometers, this paper proposes a wind field reconstruction method, based on wind conditional simulation method with the iteration of coherence function along the bridge deck, for providing a complete wind field for the bridge. In terms of wind field reconstruction method, this paper further investigates the optimal anemometer placement for obtaining the best wind field reconstruction with the least number of anemometers. The proposed two methods are finally applied to a real long suspension bridge equipped with three anemometers on one side of the bridge to demonstrate the feasibility and accuracy of the methods. The results show that the reconstructed wind field not only matches with the measured wind speed histories and spectrums but also provides the best wind coherence function, wind speed histories, and wind spectrums for the entire bridge deck. The results also show that with the limited number of anemometers installed at appropriate positions relative to the bridge deck, the wind field can be reconstructed satisfactorily.
对于位于沿海地区的大跨度桥梁,通常会在桥上安装数量有限的风速计来监测风况和风效应。为了充分利用有限风速计的风信息,本文提出了一种风场重建方法,该方法基于风条件模拟法,沿桥面迭代相干函数,为桥梁提供完整的风场。在风场重建方法方面,本文进一步研究了风速计的最佳放置位置,以便以最少的风速计数量获得最佳的风场重建效果。最后,将所提出的两种方法应用于一座实际的长悬索桥,该桥的一侧装有三个风速计,以证明这两种方法的可行性和准确性。结果表明,重建的风场不仅与测量的风速历史记录和频谱相匹配,而且还为整个桥面提供了最佳的风相干函数、风速历史记录和风频谱。结果还显示,在桥面适当位置安装的风速计数量有限,但重建的风场效果令人满意。
{"title":"Wind field reconstruction and optimal anemometer placement for long span bridges","authors":"Shu-Meng Li, You-Lin Xu, Shang-Jun Jiang","doi":"10.1177/13694332241260868","DOIUrl":"https://doi.org/10.1177/13694332241260868","url":null,"abstract":"For long span bridges located in coastal areas, a limited number of anemometers are often installed on the bridge to monitor wind conditions and wind effects. To make best use of wind information from limited anemometers, this paper proposes a wind field reconstruction method, based on wind conditional simulation method with the iteration of coherence function along the bridge deck, for providing a complete wind field for the bridge. In terms of wind field reconstruction method, this paper further investigates the optimal anemometer placement for obtaining the best wind field reconstruction with the least number of anemometers. The proposed two methods are finally applied to a real long suspension bridge equipped with three anemometers on one side of the bridge to demonstrate the feasibility and accuracy of the methods. The results show that the reconstructed wind field not only matches with the measured wind speed histories and spectrums but also provides the best wind coherence function, wind speed histories, and wind spectrums for the entire bridge deck. The results also show that with the limited number of anemometers installed at appropriate positions relative to the bridge deck, the wind field can be reconstructed satisfactorily.","PeriodicalId":505409,"journal":{"name":"Advances in Structural Engineering","volume":"12 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141346664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mesoscale modeling of dynamic compressive behavior of microcapsule-based self-healing concrete under impact loading 基于微胶囊的自修复混凝土在冲击荷载下动态抗压行为的中尺度建模
Pub Date : 2024-06-12 DOI: 10.1177/13694332241260867
Xiaoqing Zhou, Qianmei Lu, Jiafan Tang, Xianfeng Wang
Microcapsule-based self-healing concrete (MSC) has been widely studied, with a focus on static behavior and self-healing effectiveness. However, the dynamic mechanical properties of MSC have rarely been studied. This study presents a mesoscale numerical investigation of the dynamic compressive behavior of MSC under impact loading. In mesoscale, MSC is regarded as a four-phase composite material mainly composed of coarse aggregates, interface transition zones, cement mortar, and microcapsules. A pseudo 3D numerical model is constructed by combining a slice of a detailed mesoscale model with a homogenous 3D model. The mesoscale MSC slice models with different mass fractions of microcapsules (0%, 2%, 5%, and 8%) are constructed. Different coarse aggregate shapes (i.e., circles, ellipses, and polygons) are considered. The uniaxial dynamic compressive behaviors of MSC materials under loads of different strain rates are numerically simulated and compared with those from split Hopkinson pressure bar tests previously done by the authors. The comparison results show that the present mesoscale model can accurately predict the compressive strength and failure mode of MSC. The effects of the microcapsules ratio and strain rate on the dynamic strength are studied. Results show that the MSC compressive strength decreases with the increase in microcapsules and increases with the increase in strain rate. The dynamic increase factor (DIF) of the specimen is jointly contributed by the material DIF, inertial constraints, and heterogeneity. Different aggregate shapes have little effect on the simulation results of MSC behavior. The obtained dynamic mechanical properties of MSC may assist in designing MSC to resist collisions or explosions.
人们对基于微胶囊的自愈合混凝土(MSC)进行了广泛研究,重点关注其静态行为和自愈合效果。然而,人们很少研究 MSC 的动态力学性能。本研究对 MSC 在冲击荷载作用下的动态抗压行为进行了中尺度数值研究。在中尺度上,MSC 被视为一种四相复合材料,主要由粗集料、界面过渡区、水泥砂浆和微胶囊组成。通过将详细中尺度模型的切片与同质三维模型相结合,构建了一个伪三维数值模型。构建了不同微胶囊质量分数(0%、2%、5% 和 8%)的中尺度 MSC 切片模型。考虑了不同的粗骨料形状(即圆形、椭圆形和多边形)。数值模拟了 MSC 材料在不同应变率载荷下的单轴动态压缩行为,并与作者之前进行的霍普金森压力棒分体试验的结果进行了比较。比较结果表明,本中尺度模型可以准确预测 MSC 的抗压强度和破坏模式。研究了微胶囊比例和应变速率对动态强度的影响。结果表明,MSC 的抗压强度随微胶囊的增加而减小,随应变速率的增加而增大。试样的动态增大系数(DIF)由材料 DIF、惯性约束和异质性共同决定。不同的集料形状对 MSC 行为的模拟结果影响不大。所获得的 MSC 动态力学性能可能有助于设计 MSC 以抵御碰撞或爆炸。
{"title":"Mesoscale modeling of dynamic compressive behavior of microcapsule-based self-healing concrete under impact loading","authors":"Xiaoqing Zhou, Qianmei Lu, Jiafan Tang, Xianfeng Wang","doi":"10.1177/13694332241260867","DOIUrl":"https://doi.org/10.1177/13694332241260867","url":null,"abstract":"Microcapsule-based self-healing concrete (MSC) has been widely studied, with a focus on static behavior and self-healing effectiveness. However, the dynamic mechanical properties of MSC have rarely been studied. This study presents a mesoscale numerical investigation of the dynamic compressive behavior of MSC under impact loading. In mesoscale, MSC is regarded as a four-phase composite material mainly composed of coarse aggregates, interface transition zones, cement mortar, and microcapsules. A pseudo 3D numerical model is constructed by combining a slice of a detailed mesoscale model with a homogenous 3D model. The mesoscale MSC slice models with different mass fractions of microcapsules (0%, 2%, 5%, and 8%) are constructed. Different coarse aggregate shapes (i.e., circles, ellipses, and polygons) are considered. The uniaxial dynamic compressive behaviors of MSC materials under loads of different strain rates are numerically simulated and compared with those from split Hopkinson pressure bar tests previously done by the authors. The comparison results show that the present mesoscale model can accurately predict the compressive strength and failure mode of MSC. The effects of the microcapsules ratio and strain rate on the dynamic strength are studied. Results show that the MSC compressive strength decreases with the increase in microcapsules and increases with the increase in strain rate. The dynamic increase factor (DIF) of the specimen is jointly contributed by the material DIF, inertial constraints, and heterogeneity. Different aggregate shapes have little effect on the simulation results of MSC behavior. The obtained dynamic mechanical properties of MSC may assist in designing MSC to resist collisions or explosions.","PeriodicalId":505409,"journal":{"name":"Advances in Structural Engineering","volume":"82 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141350235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hysteretic behavior of the corroded recycled aggregate concrete columns with ultra-high strength bars 带有超高强度钢筋的腐蚀再生骨料混凝土柱的滞后行为
Pub Date : 2024-06-11 DOI: 10.1177/13694332241260139
Jianwei Zhang, Fei Wang, Di Zhao, Wanlin Cao
The seismic behavior of six corroded recycled aggregate concrete (RAC) columns with ultra-high-strength bars (UHSB) was investigated through quasistatic test and numerical analysis. The main parameters include different corrosion ratios, axial load ratios (ALR), and stirrup ratios. The results revealed that: The damage development of the corroded specimen sped up with increasing corrosion ratio and ALR, and the corroded specimens suffered brittle shear failure due to the stirrup fracture or the concrete failure. The difference in carrying capacity of the specimens with low corrosion ratios and ALR was relatively small, while the deformation capacity was significantly reduced with increasing corrosion ratios and ALR. Reinforcement corrosion had a minor effect on the strength and stiffness degradation but would reduce the maximum cumulative energy dissipation capacity. By combining residual drift and residual crack width, the corroded specimens all could meet the limit of repairable residual drift and crack width before 4% drift, showing satisfactory resilient performance. Based on the modified corrosion models of materials, the numerical analysis showed the detrimental and coupling impact of the high ALR, high corrosion ratio, and low stirrup ratio on the carrying and deformation capacity. Through numerical analysis data, an equation was proposed that can satisfactorily predict the peak drift of the corroded columns with UHSB.
通过准静力试验和数值分析,研究了六根带有超高强度钢筋(UHSB)的腐蚀再生骨料混凝土(RAC)柱的抗震行为。主要参数包括不同的腐蚀比、轴向荷载比(ALR)和箍筋比。结果表明随着腐蚀比和 ALR 的增加,腐蚀试样的破坏发展速度加快,腐蚀试样因箍筋断裂或混凝土破坏而发生脆性剪切破坏。腐蚀比和 ALR 较低的试样的承载能力差异相对较小,而随着腐蚀比和 ALR 的增加,变形能力明显降低。钢筋腐蚀对强度和刚度退化的影响较小,但会降低最大累积耗能能力。综合考虑残余漂移和残余裂缝宽度,腐蚀试样在漂移达到 4% 之前均能满足可修复残余漂移和裂缝宽度的限制,显示出令人满意的弹性性能。基于修正的材料腐蚀模型,数值分析表明了高 ALR、高腐蚀比和低箍筋比对承载能力和变形能力的不利影响和耦合影响。通过数值分析数据,提出了一个方程,该方程可以令人满意地预测采用 UHSB 的腐蚀柱的峰值漂移。
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引用次数: 0
Fatigue analysis and strengthening measure for longitudinal steel truss diaphragms in a cable-stayed bridge 斜拉桥纵向钢桁梁横隔梁的疲劳分析和加固措施
Pub Date : 2024-06-11 DOI: 10.1177/13694332241260078
Ziyuan Fan, Yuan Ren, Yi Li, Yuyu Song, Chao Deng, Xiang Xu, Qiao Huang
For some long span cable supported bridges, the longitudinal diaphragms in main girder are designed as steel truss to reduce structural self-weight. However, unanticipated fatigue cracking in critical details of longitudinal steel truss diaphragm may occur after only a few years of service, resulting in stiffness weakening and stress redistribution. Based on an actual cable-stayed bridge, this paper presents a fatigue analysis of longitudinal steel truss diaphragms and provide an effective strengthening measure to elongate the fatigue life. Using traffic information from bridge toll station, the fatigue vehicle models were established. Then, a multi-scale finite element (FE) model was developed to help determining critical details of potential cracking and calculating the vehicle induced stress. After obtaining the required parameters, fatigue life of the specific critical detail was estimated base on damage accumulation law. The result agrees well with field observation. To ensure the performance of steel girder, the strengthening measure that replace diagonal tubes in longitudinal steel truss diaphragm with bolted channel steels was proposed and then applied. The assessment result indicated that the provided strengthening measure achieves satisfactory effects. It can also provide experience and partial reference for maintenance of similar structures.
一些大跨度斜拉桥的主梁纵隔梁设计为钢桁架,以减轻结构自重。然而,纵向钢桁梁横隔梁的关键细节可能在使用几年后就会出现意想不到的疲劳开裂,导致刚度减弱和应力重新分布。本文基于一座实际的斜拉桥,对纵向钢桁梁横隔梁进行了疲劳分析,并提出了延长疲劳寿命的有效加固措施。利用桥梁收费站的交通信息,建立了疲劳车辆模型。然后,开发了一个多尺度有限元 (FE) 模型,以帮助确定潜在开裂的关键细节并计算车辆诱导应力。在获得所需参数后,根据损伤累积定律估算了特定关键细节的疲劳寿命。结果与现场观测结果十分吻合。为确保钢梁的性能,提出了用螺栓槽钢取代纵向钢桁架横梁斜管的加固措施,并进行了应用。评估结果表明,所提供的加固措施取得了令人满意的效果。这也为类似结构的维护提供了经验和部分参考。
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引用次数: 0
Buckling critical load prediction of pultruded fiber-reinforced polymer columns and feature analysis by machine learning 利用机器学习预测拉挤纤维增强聚合物柱的屈曲临界载荷并进行特征分析
Pub Date : 2024-06-06 DOI: 10.1177/13694332241260129
Hengming Zhang, Da Li, Feng Li
For slender FRP columns, predicting the global buckling critical loads is crucial in structural design. However, there is a lack of a consensus prediction method based on specialized domain knowledge. To address this issue, this study created a comprehensive database by collecting 365 experimental data related to global buckling of axially loaded pultruded FRP columns to predict buckling critical loads using such machine learning methods as extreme gradient boosting, artificial neural network, and support vector regression. The prediction accuracy and stability of the machine learning prediction methods were evaluated, and the interpretability of the features was analyzed in depth. The results show that the prediction accuracy of the traditional theoretical methods is low, while that of the machine learning methods is high. The contribution of geometric parameters to the buckling critical load is more than 80%. The contribution of material parameters to the buckling critical load is small, less than 20%. The cross-sectional moment of inertia has the most significant effect on the buckling critical load, while the shear modulus and compressive strength have a smaller effect.
对于细长的玻璃钢柱,预测全局屈曲临界载荷对结构设计至关重要。然而,目前还缺乏一种基于专业领域知识的共识预测方法。为解决这一问题,本研究通过收集与轴向加载拉挤玻璃钢柱的全局屈曲相关的 365 个实验数据,创建了一个综合数据库,使用极端梯度提升、人工神经网络和支持向量回归等机器学习方法预测屈曲临界载荷。评估了机器学习预测方法的预测精度和稳定性,并深入分析了特征的可解释性。结果表明,传统理论方法的预测精度较低,而机器学习方法的预测精度较高。几何参数对屈曲临界载荷的贡献率超过 80%。材料参数对屈曲临界载荷的贡献很小,小于 20%。截面惯性矩对屈曲临界载荷的影响最大,而剪切模量和抗压强度的影响较小。
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引用次数: 0
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Advances in Structural Engineering
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