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Structural reliability assessment of steel bridges using OSIM visual inspection data and Bayesian updating 基于OSIM目测数据和贝叶斯更新的钢桥结构可靠性评估
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-01 DOI: 10.1139/cjce-2022-0134
Mohamad Salaheddine, Kaveh Arjomandi
Structural reliability theories are used in the calibration of load and resistance factor design (LRFD) in the Canadian Highway Bridge Design Code (CHBDC). The LRFD approach contains certain assumptions about uncertainties in the load and capacity estimation that prevent it from fully exploiting the information gathered during visual inspections. This paper presents a reliability-based framework for analyzing the visual inspection data obtained according to the Ontario structure inspection manual (OSIM). Existing deterioration models are adapted. The Bayesian interference is utilized to estimate the updated structural properties according to the prior information from the bridge maintenance and deterioration models and the new information collected from visual inspections. The criteria set by the CHBDC are used to analyze components and systems reliability. The value of the proposed framework for bridge evaluation and optimizing maintenance is demonstrated through the full implementation of a case-study bridge in the Canadian Province of NB.
加拿大公路桥梁设计规范(CHBDC)将结构可靠度理论用于荷载和阻力系数设计(LRFD)的标定。LRFD方法包含关于负载和容量估计中的不确定性的某些假设,这使其无法充分利用在目视检查期间收集的信息。本文提出了一种基于可靠性的框架,用于分析根据安大略省结构检测手册(OSIM)获得的目视检测数据。对现有的退化模型进行了调整。利用贝叶斯干涉,根据桥梁维修和老化模型的先验信息和目视检测的新信息估计更新后的结构特性。CHBDC设定的标准用于分析部件和系统的可靠性。通过对加拿大NB省一座桥梁的全面实施,证明了所提出的桥梁评估和优化维护框架的价值。
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引用次数: 0
Nonlinear finite element investigation on shear behaviour of simply supported and continuous RC T-beams retrofitted with deep embedded CFRP/steel bars 加装深埋 CFRP/钢筋的简支和连续 RC T 型梁剪切行为的非线性有限元研究
IF 1.4 4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-28 DOI: 10.1139/cjce-2022-0267
Baisali Dutta, Amar Nath Nayak, S. Dirar, Bharadwaj Nanda, M. Theofanous
The shear performances of simply supported (SS) and continuous (CN) reinforced concrete T-beams strengthened with deep embedded (DE) steel or carbon fibre reinforced polymer bars are compared in this investigation. A nonlinear finite element (NLFE) analysis is performed for this purpose by modelling these beams with the FEM software by validating with the experimental data from the published papers. The experimental and NLFE shear strength values are then compared with those of the available design models to examine the efficacy of these models. Thereafter, the parametric study is conducted to obtain the impact of beam types (SS and CN) on the structural performances. It shows that the DE strengthened CN beam provides higher shear capacity in comparison to the corresponding SS beam. However, the enhancements of the shear strength of SS beam due to strengthening with DE bars are significantly higher than that of the corresponding CN one.
本研究比较了使用深埋(DE)钢筋或碳纤维增强聚合物钢筋加固的简支撑(SS)和连续(CN)加固混凝土 T 型梁的抗剪性能。为此,使用有限元软件对这些梁进行了建模,并与已发表论文中的实验数据进行了验证,从而进行了非线性有限元(NLFE)分析。然后将实验值和 NLFE 剪力强度值与现有设计模型进行比较,以检验这些模型的有效性。随后,进行了参数研究,以了解梁类型(SS 和 CN)对结构性能的影响。结果表明,与相应的 SS 梁相比,DE 增强 CN 梁具有更高的抗剪能力。然而,使用 DE 杆件加固后,SS 梁的抗剪强度明显高于相应的 CN 梁。
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引用次数: 0
Investigating the difference in factors influencing the injury severity between daytime and nighttime speeding-related crashes 调查白天和夜间与超速相关的撞车事故中影响伤害严重程度的因素的差异
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-28 DOI: 10.1139/cjce-2023-0043
renteng yuan, Qiaojun Xiang, Yan Huang, Xin Gu
This study investigates the differences in the factors affecting the injury severity of speeding-related crashes occurring in the daytime and nighttime. Two log-likelihood ratio tests are conducted to validate whether speeding-related crashes classified by daytime and nighttime should be modeled separately. The result proves that separate modeling is necessary. Two correlated random parameter order probit models with heterogeneity in means are conducted using the data collected from 2018 to 2020 in the United States. Model estimation results show that urban areas, speed limits, and young and older drivers are temporal instability. Angle crashes, head-on crashes, intersections, downhill, exceeding the speed limit, drunk driving, and motorcycles are statistically significant in both models with an increased crash severity. Interaction and heterogeneity effects between random parameters are also reported. For instance, large trucks driving above the speed limit are more likely to increase the probability of severe injury.
本研究探讨了白天和夜间发生的与超速有关的撞车事故中影响伤害严重程度的因素的差异。进行了两个对数似然比测试来验证是否应该将白天和夜间分类的超速相关碰撞分别建模。结果表明,独立建模是必要的。利用美国2018 - 2020年的数据,建立了两个具有均值异质性的相关随机参数序probit模型。模型估计结果表明,城市区域、速度限制、年轻和老年驾驶员存在时间不稳定性。角度碰撞、正面碰撞、十字路口、下坡、超速、酒后驾驶和摩托车在两种车型中都具有统计学意义,碰撞严重程度增加。随机参数之间的相互作用和异质性效应也被报道。例如,大型卡车超速行驶更有可能增加严重受伤的可能性。
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引用次数: 0
An Extended Car-Following Model Considering Backward-Looking Effect: A Machine Learning Approach 考虑后视效应的扩展汽车跟随模型:一种机器学习方法
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-27 DOI: 10.1139/cjce-2023-0018
Ayobami Adewale, Chris Lee
Most car-following models have mainly focused on the effects of the lead vehicle on the target vehicle's behaviour or the driver's forward-looking effects, but not the effects of the vehicle behind the target vehicle (the following vehicle) or the driver's backward-looking effects. Therefore, this study proposes a data-driven car-following model that incorporates both backward- and forward-looking effects using a deep neural network (DNN). This model is called the “DNN with backward-looking effect (DNN-BE) model”. The DNN-BE model produced higher prediction accuracy than the DNN model with forward-looking effects only and a conventional mathematical car-following model that considers both forward- and backward-looking effects. It was found that the target vehicle is more likely to accelerate when the spacing with the following vehicle is shorter and the spacing with the lead vehicle is longer. The result of permutation importance also shows that variables related to the following vehicle are more important when the spacing with the following vehicles is shorter.
大多数汽车跟随模型主要关注领先车辆对目标车辆行为的影响或驾驶员的前视效应,而不是目标车辆(跟随车辆)后面车辆的影响或驾驶员的后视效应。因此,本研究提出了一个数据驱动的汽车跟随模型,该模型使用深度神经网络(DNN)结合了后向和前向效应。这个模型被称为“DNN - be模型”(DNN- be)。DNN- be模型比仅考虑前视效应的DNN模型和同时考虑前视和后视效应的传统数学跟车模型具有更高的预测精度。研究发现,目标车辆与后车间距越短,与前车间距越长,目标车辆加速的可能性越大。排列重要性的结果也表明,与后车的间距越短,与后车相关的变量越重要。
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引用次数: 0
Bolted End-Plate Tube Connections subject to Tension and Bending 受拉力和弯曲影响的螺栓端板管连接
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-27 DOI: 10.1139/cjce-2023-0207
Augusto Fidalgo, Jeffrey A. Packer
A large amount of research has been undertaken on tubular bolted end-plate connections loaded in axial tension, and considerably less on such connections in flexure. This paper studies the combined effects of these two loads and presents the first laboratory tests on these connections under combined tension and flexure. Using validated finite element models, a parametric study with 360 numerical models is performed on these connections under axial and eccentric tension loads. After screening this database of experimental tests and numerical results to isolate only connection failure modes, current design methods for predicting the connection capacity under eccentric tension are evaluated and revised. In addition, based on interaction curves, a novel approach is proposed to design these splices under combined loads. For all methods, the use of the plate ultimate and yield stress was compared for the end-plate material strength parameter. Lastly, a reliability analysis is performed for the application of the recommended design methods to Canadian practice.
大量的研究已经进行了管状螺栓端板连接轴向拉伸载荷,相当少的这种连接的弯曲。本文研究了这两种荷载的联合作用,并首次对这些连接进行了拉伸和弯曲联合作用下的实验室试验。利用已验证的有限元模型,对这些连接在轴向和偏心拉力载荷下进行了360个数值模型的参数化研究。在筛选该数据库的实验测试和数值结果,以隔离连接的破坏模式后,评估和修订了目前用于预测偏心张力下连接能力的设计方法。在此基础上,提出了一种基于相互作用曲线的复合载荷下接头设计方法。对于所有方法,使用板极限应力和屈服应力作为端板材料强度参数进行了比较。最后,对推荐的设计方法在加拿大的实际应用进行了可靠性分析。
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引用次数: 0
Environmental Impact on Critical Responses of Lightweight Cellular Concrete Subbase Flexible Pavements 轻量泡沫混凝土底基柔性路面临界响应的环境影响
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-25 DOI: 10.1139/cjce-2023-0027
Abimbola Grace Oyeyi, Hanaa Khaleel Alwan Al-Bayati, Frank Mi-Way Ni, Susan Tighe
Previous analytical studies have demonstrated that low-density lightweight cellular concrete (LCC) subbase pavements can support up to 20 times more traffic loads than unbound granular subbase pavements while protecting the pavement subgrade from adverse freeze–thaw effects in cold regions. This study examines the possibility of providing better-performing pavements on the field through the construction, instrumentation, and monitoring of flexible pavement sections incorporating three LCC densities (400, 475, and 600 kg/m³) as subbase material compared with unbound granular material in Canada. The effects of daily and seasonal temperatures on pavement critical responses to stress and strains were evaluated. The findings showed that these LCC pavements reduced asphalt concrete tensile strain by over two times compared with unbound granular pavements, and that strain increased with a daily temperature increase. Daily subgrade pressure (stress) change was reduced by up to 68%. The study concluded that longer life pavements could be achieved with LCC subbase thicknesses ≥250 mm.
先前的分析研究表明,低密度轻质泡沫混凝土(LCC)基层路面可以承受比未结合颗粒基层路面多20倍的交通荷载,同时保护路面路基免受寒冷地区不利的冻融影响。本研究通过施工、仪器仪表和监测柔性路面部分,将三种LCC密度(400、475和600 kg/m³)作为亚基材料,与加拿大未结合的颗粒材料进行比较,探讨在现场提供性能更好的路面的可能性。评估了日温度和季节温度对路面应力应变临界响应的影响。结果表明,与未粘结的颗粒路面相比,LCC路面使沥青混凝土的拉伸应变降低了2倍以上,且应变随温度的逐日升高而增加。每日路基压力(应力)变化减少了68%。研究得出结论,LCC基层厚度≥250 mm可以实现更长的路面寿命。
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引用次数: 0
Strength and suction development of cemented paste backfill with ternary cement blends 三元水泥混合料胶结膏体充填体强度及吸力发展
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-20 DOI: 10.1139/cjce-2023-0020
Aparna Sagade, Mamadou Fall, Zubaida Al-moselly
In this paper, the effect of ternary binder containing Portland cement type I (PCI), slag, and limestone (LS) powder in varying proportions on the suction development and the mechanical strength of cemented paste backfill (CPB) was investigated. Mechanical tests, microstructural analyses (thermo-gravimetry analysis (TG/DTG) and mercury intrusion porosimetry), and monitoring (suction, electrical conductivity, and temperature) experiments were conducted on CPB. In the first part of this study, binary binders with two different PCI:slag proportions, 50:50 and 80:20, were examined with no LS, followed by the slag replacement with increasing weight percentages of LS from 0% to 20% by weight of the total binder, with constant cement content. The results indicate that the slow slag hydration kinetics decreased the suction and strength gain rate at a young age in the binary sample with high slag content (50 wt.%); however, its latent hydraulic and pozzolanic properties enhanced the strength gain at a later age, from 28 days. The addition of 5 wt.% and 10 wt.% LS to the ternary binder system improved the early age strength of CPB up to 7 days and 1 day, respectively, compared with the binary control samples, i.e., CPB with slag and without LS. While the addition of up to 10% LS to the ternary binder improved the rate of suction development and increased suction at early ages, beyond 10%, the addition of LS slightly decreased mechanical performance at all ages. Overall, the results obtained reveal that up to 50 wt.% slag with up to 10 wt.% LS with cement could be used as a ternary binder to improve the early age strength and suction development rate of CPB studied without significant loss in compressive strength at advanced ages. The results of this research could be of great benefit to the mining industry through the use of a ternary binder to replace cement, which could improve the overall performance of the CPB system, facilitate a more sustainable CPB design, and improve tailings management practices and overall economics.
研究了不同配比的I型硅酸盐水泥(PCI)、矿渣和石灰石粉(LS)三元粘结剂对水泥膏体回填体(CPB)吸力发展和机械强度的影响。对CPB进行了力学测试、微观结构分析(热重分析(TG/DTG)和压汞孔隙度分析)和监测(吸力、电导率和温度)实验。在本研究的第一部分中,研究了两种不同PCI:矿渣比50:50和80:20的二元粘结剂,不含矿渣,然后在水泥含量不变的情况下,将矿渣的重量百分比从总粘结剂的0%增加到20%。结果表明:在高含渣量(50 wt.%)的二元试样中,缓慢的矿渣水化动力学降低了试样年轻时的吸力和强度增益率;然而,其潜在的水力和火山灰特性在28天以后增强了强度增益。在三元粘结剂体系中添加5% wt.% LS和10% wt.% LS,与含渣和不含LS的二元对照试样相比,CPB的早期时效强度分别提高了7天和1天。虽然在三元粘结剂中添加10%的LS可以提高吸力发展速度,并在早期增加吸力,但超过10%的LS在所有龄期的力学性能都略有下降。综上所述,以高达50% wt.%的矿渣和高达10% wt.%的LS和水泥作为三元粘结剂,可以提高所研究的CPB的早期强度和吸力发展速度,而在后期抗压强度没有明显损失。本研究结果可以通过使用三元粘结剂替代水泥对采矿业有很大的好处,可以提高CPB系统的整体性能,促进更具可持续性的CPB设计,改善尾矿管理实践和整体经济。
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引用次数: 1
Resilience for Freight Transportation Systems to Disruptive Events: A Review of Concepts and Metrics 货运系统对破坏性事件的弹性:概念和度量的回顾
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-19 DOI: 10.1139/cjce-2023-0187
PHANI KUMAR PATNALA, Jonathan D Regehr, Babak Mehran, Chaouki Regoui
Resilience is a multidisciplinary concept that deals with rapid response and recovery of a system experiencing a disruption. Despite extensive research on this topic, there is a need to clarify resilience concepts in the context of road freight transportation systems (FTSs) from a three-dimensional perspective (i.e., physical infrastructure, users, and managing organizations) and to identify persistent knowledge gaps concerning the characterization and measurement of FTS resilience vis-à-vis disruptive events. This paper addresses these shortcomings through a systematic review of 149 research studies. The synthesis of findings clarifies inconsistencies associated with the characteristics of FTS resilience and in so doing, establishes a unified framework for measuring FTS resilience through the life cycle of disruptive events. Critical data gaps, methodological shortcomings, and a lack of empirical evidence concerning FTS resilience to disruptive events remain. More robust analytical approaches are required to incorporate interdependencies among FTS dimensions into resilience assessments.
弹性是一个多学科的概念,涉及系统经历中断的快速响应和恢复。尽管对这一主题进行了广泛的研究,但仍有必要从三维角度(即物理基础设施、用户和管理组织)澄清公路货运系统(FTSs)背景下的弹性概念,并确定与-à-vis破坏性事件有关的FTSs弹性的表征和测量方面的持续知识差距。本文通过对149项研究的系统回顾来解决这些缺点。研究结果的综合澄清了与FTS弹性特征相关的不一致性,并由此建立了一个统一的框架,通过破坏性事件的生命周期来衡量FTS弹性。关于FTS对破坏性事件的恢复能力,仍然存在关键的数据缺口、方法缺陷和缺乏经验证据。需要更有力的分析方法,将FTS各维度之间的相互依赖关系纳入复原力评估。
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引用次数: 0
Evaluating the Dynamic Behavior of Railway-Bridge Transition Zone; Numerical and Field Measurements 铁路-桥梁过渡区动力性能评价数值及实地测量
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-19 DOI: 10.1139/cjce-2022-0453
Hamidreza Heydari
Short-span bridges are one of the most frequent infrastructures along railway tracks where railway track stiffness suddenly changes. The sudden variation in the vertical stiffness of railway tracks increases dynamic loads and causes numerous defects in ballasted railroads. Therefore, improving the dynamic performance of railway tracks can be conducted by constructing countermeasures along the transition zone. In this regard, the approach slab is a practical technique used in railway-bridge transition zones. As the dimensional shape of the approach slab plays a significant role in the dynamic response of transition zones, this study evaluated the effects of its main geometric parameters. A three-dimensional model of the railway portal bridge, including the approach slab, was built using the finite element method and analyzed by imposing moving wheel loads as a series of acting force points along rail elements. The model was validated with field-obtained results acquired through a laser/camera-based measuring technique. Then, some sensitivity analyses were performed to find optimized geometric dimensions of approach slabs to improve the dynamic behavior of railway-bridge transition zones. Obtained results of the geometrical sensitivity analysis show that when the geometrically optimized approach slab is used along the railway-bridge transition zone, the displacements of rail and ballast are decreased by 24% and 18%, respectively.
短跨桥梁是铁路轨道刚度突变最常见的基础设施之一。铁路轨道竖向刚度的突然变化增加了动载荷,造成了有碴铁路的诸多缺陷。因此,可以通过沿过渡带建设对策来改善铁路轨道的动力性能。在这方面,引线板是一种实用的技术,用于铁路桥梁过渡区。由于引线板的尺寸形状对过渡区的动力响应有重要影响,本研究评估了其主要几何参数的影响。采用有限元法建立了包括引线板在内的铁路门式桥梁的三维模型,并通过施加移动车轮荷载作为一系列沿轨单元的作用力点进行了分析。通过基于激光/相机的测量技术获得的现场测量结果验证了该模型。在此基础上,进行了敏感性分析,以优化引线板的几何尺寸,改善铁路-桥梁过渡区的动力性能。几何敏感性分析结果表明,在铁路-桥梁过渡区采用几何优化引板时,轨道和道砟的位移分别减少了24%和18%。
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引用次数: 0
A Closer Look at Toronto’s Water Quality Control Design Criteria for Bioretention Cells 近距离观察多伦多的水质控制设计标准的生物保留细胞
4区 工程技术 Q3 Environmental Science Pub Date : 2023-09-19 DOI: 10.1139/cjce-2023-0148
Elizabeth Rowe, Yiping Guo, Zhong Li
Bioretention cells in the Toronto region are usually sized to accommodate runoff from the 90th percentile storm, which has a depth of about 25 mm. This research examines the water quality control performance and cost of bioretention cells sized to satisfy alternative design criteria ranging from 5 to 50 mm. The long-term average runoff-capture efficiencies provided by representative bioretention cells are determined, and their capital as well as operation and maintenance costs are estimated. Results indicate that the current design criterion of 25 mm is probably too high and not cost-efficient. In fact, above some threshold levels, little improvement in runoff-capture and pollutant removal performances may be achieved if the design criterion is increased further, but cost would still linearly increase. Presented here is a methodology that can be used to properly consider both the performance and cost of bioretention cells for establishing a more cost-efficient design criterion. It is shown that a more cost-efficient design criterion for Toronto could be lower than the current one, and significant cost savings can be realized if a lower design criterion is implemented. Some inappropriate ways of quantifying the effective volume of storage provided by bioretention cells are also identified in this paper.
在多伦多地区,生物滞留室的大小通常是为了容纳90百分位风暴的径流,其深度约为25毫米。本研究考察了尺寸满足5至50毫米的可选设计标准的生物保留细胞的水质控制性能和成本。确定了具有代表性的生物保留细胞提供的长期平均径流捕获效率,并估计了它们的资本以及运行和维护成本。结果表明,目前25 mm的设计标准可能过高,不符合成本效益。事实上,在某些阈值水平以上,如果进一步提高设计标准,径流捕获和污染物去除性能可能几乎没有改善,但成本仍然会线性增加。这里提出了一种方法,可以用来适当地考虑生物保留细胞的性能和成本,以建立一个更具成本效益的设计标准。研究结果表明,如果设计标准低于多伦多现有标准,则可以实现更低的成本效益,并且如果实施更低的设计标准,可以实现显著的成本节约。本文还指出了一些不适当的定量生物保留细胞有效储存体积的方法。
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引用次数: 0
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Canadian Journal of Civil Engineering
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