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Implementing Survival Analysis to Capture Stochastic Characteristics of Saturation Flow Rate Considering the Impacts of Adverse Road-weather Conditions 考虑到恶劣道路天气条件的影响,采用生存分析法捕捉饱和流速的随机特征
IF 1.4 4区 工程技术 Q3 Environmental Science Pub Date : 2023-11-15 DOI: 10.1139/cjce-2023-0312
Ryutaro Hirose, Babak Mehran, Agnivesh Pani, Reza Omrani, P. Sahu
Saturation flow rate (SFR) variations were analyzed using the video data collected at a signalized intersection in Winnipeg, Canada, to investigate the implications of adverse Road-weather (RW) conditions for SFR distributions and characteristics. Survival analysis was implemented to develop stochastic SFR distribution functions considering censored data and a statistical analysis method was developed for determining the optimal critical vehicle (CV) for measurement of saturation headway. The analysis findings suggest that adverse RW conditions decrease SFR significantly and moves CV to the front of the queue while having little impact on SFR considering heavy vehicles (HV). Furthermore, the findings imply that the conventional SFR estimation method overestimates the probability of saturation at a given flow rate. The proposed analysis method reveals stochastic characteristics of SFR and provides a method to estimate SFR distributions under different RW conditions, which is essential for improving the operation of signalized intersections, particularly in cold regions.
利用在加拿大温尼伯一个信号灯十字路口收集的视频数据分析了饱和流速(SFR)的变化,以研究不利的道路-天气(RW)条件对饱和流速分布和特征的影响。采用生存分析法开发了考虑到删减数据的随机 SFR 分布函数,并开发了一种统计分析方法,用于确定测量饱和车速的最佳临界车辆 (CV)。分析结果表明,不利的 RW 条件会显著降低 SFR,并将 CV 移至队列前部,而考虑到重型车辆 (HV),则对 SFR 影响甚微。此外,分析结果还表明,传统的 SFR 估算方法高估了给定流量下的饱和概率。所提出的分析方法揭示了 SFR 的随机特征,并提供了在不同 RW 条件下估算 SFR 分布的方法,这对于改善信号交叉口的运行至关重要,尤其是在寒冷地区。
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引用次数: 0
The Cyclic Performance of Column Base Plate Connections Using Different Types of Stiffeners 使用不同类型加劲件的柱底板连接的循环性能
IF 1.4 4区 工程技术 Q3 Environmental Science Pub Date : 2023-11-15 DOI: 10.1139/cjce-2023-0156
Mohammed Al-Sharmootee, Seyed Hossein Hosseini Lavasani, Mir Hamid Hosseini, Mahmoud Ali
Column base connections represent the support system of a structure, and they should be strong enough to sustain the transmitted demands between the columns and foundation. This study describes numerically the performance of strengthened column base plate connections under cyclic loading. Four types of stiffeners were considered in the analysis: bracket plates, angles, channels with vertical stiffeners, and built-up stiffeners. The efficiency of used stiffeners, the cyclic performance of the strengthened connections, along with the failure modes were investigated. The numerical results showed that all the proposed strengthening methods have sufficient flexural strength and stiffness higher than the column. A pinched hysteretic response was observed for all strengthened connections under the applied cyclic loading. The built-up stiffener presented the maximum moment capacity and rotational stiffness among the other configurations. Using strengthened connections with more stiffeners made the anchor rods the fuse elements in the connection.
柱底板连接件是结构的支撑系统,其强度应足以承受柱与地基之间的传递要求。本研究用数值方法描述了加强型柱底板连接在循环荷载下的性能。分析中考虑了四种类型的加劲件:托架板、角钢、带垂直加劲件的槽钢和内置加劲件。研究了所用加劲件的效率、加劲连接的循环性能以及失效模式。数值结果表明,所有建议的加固方法都具有足够的抗弯强度和高于柱子的刚度。在施加循环荷载的情况下,所有加固连接都出现了挤压滞后响应。在其他配置中,内置加劲件的弯矩承载能力和旋转刚度最大。使用带有更多加强筋的加固连接使锚杆成为连接中的熔断元件。
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引用次数: 0
Engineering Properties-Based Parameters used for Moisture Damage Evaluation of Asphalt Mixtures: A Review 基于工程性能的沥青混合料湿损伤评价参数研究进展
4区 工程技术 Q3 Environmental Science Pub Date : 2023-11-09 DOI: 10.1139/cjce-2023-0243
Thanh Chung Do
Moisture-induced damage has been known as a major premature distresses in asphalt pavement. Numerous review papers have been made to provide the progression in study on moisture damage of asphalt pavement. However, mechanical properties of asphalt mixtures used as a parameter for moisture susceptibility evaluation were not reviewed in detail. To make the review of moisture-induced damage in asphalt pavement more comprehensive, this paper reviews research studies on moisture damage of asphalt pavement in view of mechanical properties as a parameter during the past 50 years. These parameters include tensile strength ratio (TSR), cohesion ratio (CR), dynamic modulus ratio (DMR), resilient modulus ratio (RMR), shear strength ratio (SSR). TSR and CR are only relevant at bottom of asphalt concrete (AC), while SSR can be used to describe moisture damage at different AC depths. DMR and RMR are concentrated on the impact of moisture damage via performance characteristics of asphalt mixtures.
湿损伤是沥青路面主要的早期损伤之一。大量文献综述了沥青路面湿损伤的研究进展。然而,作为评价沥青混合料水敏感性参数的力学性能并没有得到详细的综述。为了对沥青路面湿损伤的研究进行更全面的回顾,本文以力学性能为参数,对近50年来沥青路面湿损伤的研究进行了综述。这些参数包括抗拉强度比(TSR)、黏聚比(CR)、动态模量比(DMR)、弹性模量比(RMR)、剪切强度比(SSR)。TSR和CR仅在沥青混凝土底部相关,而SSR可用于描述沥青混凝土不同深度的水分损伤。DMR和RMR主要通过沥青混合料的性能特征来研究水分损伤的影响。
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引用次数: 0
Mechanical Properties of Unbound Limestone Aggregates Replaced by Recycled Glass Aggregate for Pavement in Canada/Quebec 加拿大/魁北克路面用再生玻璃骨料替代未粘结石灰石骨料的力学性能
4区 工程技术 Q3 Environmental Science Pub Date : 2023-11-06 DOI: 10.1139/cjce-2023-0158
Sahar Mohsenian Hadad Amlashi, Michel Vaillancourt, Alan Carter, Jean-Pascal Bilodeau, Elmira Khaksar Najafi, Reyhaneh Rahbar-Rastegar
This study investigated the use of recycled glass aggregate (RG) as unbound base/subbase material. The experimental tests included compaction, Los Angeles (LA), Micro-Deval, and California bearing ratio (CBR) tests. In this regard, fine proportion of course limestone aggregate (MG20) was replaced by RG with size ranging from 0 to 5 mm based on volumetric method. Adding RG to the coarse aggregate improved durability in wet conditions, which is more representative of the field condition of Canada/Quebec, but decreased in dry conditions. CBR values decreased with increasing RG inclusion, but all blends with 0-100% RG in the fine fraction of MG20 met minimum requirements for unbound granular layers in Quebec. A simple model predicting the resilient modulus values of these materials based on CBR values at different stress levels was suggested. This equation estimates Mr values of various aggregate-RG blends under a wide range of mean stress based on their CBR values.
本研究探讨了利用再生玻璃骨料(RG)作为游离基/亚基材料。试验试验包括压实试验、洛杉矶试验、微压试验和加州承载比试验。为此,采用体积法将细粒级石灰石骨料(MG20)替换为粒径为0 ~ 5mm的RG。在粗骨料中添加RG提高了湿条件下的耐久性,这更能代表加拿大/魁北克的现场条件,但在干燥条件下则降低了耐久性。CBR值随RG含量的增加而降低,但MG20细组分中RG含量为0 ~ 100%的混合物均满足魁北克地区无束缚颗粒层的最低要求。提出了一种基于CBR值预测不同应力水平下这些材料弹性模量的简单模型。该方程根据其CBR值估计了各种aggregate-RG共混物在大范围平均应力下的Mr值。
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引用次数: 0
Improving solid waste management in remote First Nations communities through inventory-theory-based optimization 通过基于库存理论的优化改善偏远第一民族社区的固体废物管理
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-27 DOI: 10.1139/cjce-2023-0320
Ziyu Wang, Zhikun Chen, Chunjiang An
Solid waste management (SWM) is crucially important for sustainable development and the environmental management system in First Nations (FN) communities and reserves. This research developed an inventory-theory-based optimization model under uncertainty for SWM to support FN communities. The model can be used to pick the most appropriate facilities and the most optimal waste destination for achieving minimum system cost. The opening conditions of SWM facilities depend on the situation to satisfy the demand for solid waste treatment. The economic order quantity model is combined with the developed model to determine the optimal batch size and order cycle to minimize inventory costs. The facility selection and waste allocation in the normal and winter seasons under different risk levels can all be obtained from the developed model. These solutions can guide professionals in analyzing the trade-offs between system cost and constraint-violation risks in management and operation.
固体废物管理(SWM)对原住民社区和保护区的可持续发展和环境管理系统至关重要。本研究建立了基于库存理论的不确定条件下SWM支持FN社区的优化模型。该模型可用于选择最合适的设施和最优的废物归宿,以实现最小的系统成本。固体废物处理设施的开放条件视情况而定,以满足固体废物处理的需求。将经济订货量模型与所建立的模型相结合,确定最优批量和订货周期,使库存成本最小化。通过所建立的模型,可以得到不同风险水平下正常和冬季的设施选择和垃圾分配。这些解决方案可以指导专业人员在管理和运营中分析系统成本与约束违规风险之间的权衡。
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引用次数: 0
Pavement Freezing Depth Estimation using Hybrid Deep Learning Models 基于混合深度学习模型的路面冻结深度估计
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-26 DOI: 10.1139/cjce-2023-0131
Seunghyun Roh, Yonathan Alemu Yami, Hyunsik Hwang, Yoonho Cho
Predicting pavement temperature by depth is crucial for road design, analysis, and maintenance. However, current methods predominantly utilize regression and/or open-form solutions focusing on highways. Additionally, most machine learning models focus on asphalt layers and do not extend to deeper pavement layers. Therefore, this study provides deep-learning models using weather parameters to predict pavement temperature from surface to sublayers and estimate pavement freezing-depth for developing massive apartment complexes. Temperature-by-depth data collected from thin pavements from three locations in South Korea were used. Comparative analyses of Long-short-term-memory (LSTM), convolutional neural network-LSTM (CNN-LSTM), and convolutional-LSTM (Conv-LSTM) were performed. Results showed that CNN-LSTM model performed better with coefficients of determination (R2) of 0.965, 0.987, and 0.981. Additionally, the CNN-LSTM predicted freezing-depth with 0.3%-13.1% error margins outperforming the LSTM, Aldrich's, and Korean Ministry of Transport approach. The proposed approach shows that deep learning models better estimate the freezing depth of pavements than existing approaches.
根据深度预测路面温度对道路设计、分析和维护至关重要。然而,目前的方法主要是利用回归和/或开放形式的解决方案,专注于高速公路。此外,大多数机器学习模型专注于沥青层,而不能扩展到更深的路面层。因此,本研究提供了使用天气参数的深度学习模型来预测从地表到下层的路面温度,并估计大规模公寓小区开发的路面冻结深度。研究人员使用了从韩国三个地点的薄路面上收集的深度温度数据。对长短期记忆(LSTM)、卷积神经网络LSTM (CNN-LSTM)和卷积-LSTM (convl -LSTM)进行了比较分析。结果表明,CNN-LSTM模型表现较好,决定系数(R2)分别为0.965、0.987和0.981。此外,CNN-LSTM预测冻结深度的误差范围为0.3%-13.1%,优于LSTM、Aldrich和韩国交通部的方法。该方法表明,深度学习模型比现有方法能更好地估计路面冻结深度。
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引用次数: 0
Nonlinear Modelling of the Association between Winter Weather Severity and Maintenance Expenditures 冬季天气严重度与维护支出关系的非线性建模
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-17 DOI: 10.1139/cjce-2023-0203
Yan Qi, Varun Reddy Velpur
The winter weather severity plays a crucial role in determining the resources required for winter maintenance activities. This study utilized non-linear models to examine the relationship between winter weather variables (temperature, wind speed, and snowfall) and winter maintenance expenditures (labor, material, and equipment) based on data from the state of Illinois. The data was collected and aggregated by year and district to align with the expenditure data, and the state was divided into three climatic zones, with separate models developed for each. The ROUT method was employed to identify and eliminate outliers before conducting non-linear modeling. The best-fitting model was selected using cross-validation and R2 evaluation. The results demonstrate that the chosen non-linear models effectively depict the connection between winter weather and winter maintenance expenses. These findings can aid agencies in efficiently allocating resources for winter maintenance.
冬季天气的严重程度在决定冬季维护活动所需的资源方面起着至关重要的作用。本研究利用非线性模型来检验冬季天气变量(温度、风速和降雪量)与冬季维护支出(劳动力、材料和设备)之间的关系,该关系基于伊利诺伊州的数据。数据是按年份和地区收集和汇总的,以与支出数据保持一致,并将该州分为三个气候带,并为每个气候带开发了单独的模型。在进行非线性建模之前,采用ROUT方法识别和消除异常值。采用交叉验证和R2评价选择最佳拟合模型。结果表明,所选择的非线性模型有效地描述了冬季天气与冬季维护费用之间的关系。这些发现可以帮助各机构有效地分配冬季维修资源。
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引用次数: 0
Estimating ice forces on a bridge pier using field observations and a deformation model 利用现场观测和变形模型估计桥墩上的冰力
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-16 DOI: 10.1139/cjce-2023-0029
Einar Rødtang, Knut Alfredsen, Knut Høyland
This technical note qualitatively and quantitatively described the ice run that took place in Sokna river, Trøndelag, Norway on the 23rd of January 2020. Metrological and hydrological data is described. Stranded ice floe size distribution data is presented and analysed. This shows that the maximal ice floe dimension is well described by generalized exponential (shape=2.77,scale=1.42) or log-logistic distributions (alpha=3.57,lambda =1.15). A custom-built steel load panel had been mounted on Sokna bridge preceding the ice run, however due to technical difficulties no forces were recorded. Hindcast calculations using Solidworks based on the permanent deflections experienced by this load panel have been carried out to estimate ice forces experienced by Sokna bridge. These show that the real peak ice force experienced by the 0.8m i diameter cylindrical bridge piers must have been within the range 1.1-5.5MN. This range is compared to predictions made by standards for predicting ice forces on bridge piers.
本技术说明定性和定量地描述了2020年1月23日在挪威Trøndelag的Sokna河发生的冰流。描述了计量和水文资料。提出并分析了搁浅浮冰的尺寸分布数据。这表明,最大浮冰尺寸可以用广义指数(形状=2.77,尺度=1.42)或对数逻辑分布(alpha=3.57,lambda =1.15)来很好地描述。在冰运之前,在Sokna桥上安装了一个定制的钢加载板,但是由于技术上的困难,没有记录到任何力。使用Solidworks基于该荷载面板所经历的永久挠度进行了后铸计算,以估计Sokna桥所经历的冰力。由此可见,直径为0.8m i的圆柱形桥墩所承受的冰力峰值应在1.1 ~ 5.5 mn之间。这一范围与预测桥墩上冰力的标准所作的预测进行了比较。
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引用次数: 0
Network-level Evaluation Method of the Overall-Intralayer-Interlayer Interface Structural States of Semi-rigid Asphalt Pavement 半刚性沥青路面整体-层内-层间界面结构状态的网络级评价方法
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-16 DOI: 10.1139/cjce-2023-0219
Jianwei Fan, Tao Ma, Yajing Zhu, Yiming Zhang
The pavement structure strength index (PSSI) indicator in the Chinese standard and the structural number (SN) indicator proposed by AASHTO are widely used to evaluate the structural states of semi-rigid asphalt pavement. However, PSSI and SN indicators do not involve the intra- and interlayer interface structural state, and the indicators are disconnected from the pavement design indicators. In this study, the intralayer remaining life and structural attenuation state were considered comprehensively to propose the indicators of the surface/base/subgrade structural state index (SSSI/BSSI/GSSI). The interlayer interface structural state index (ISSI) was proposed based on the friction coefficient between the surface and base layers. The pavement structural state index (PaSSI) was proposed by assigning the weightings to SSSI, BSSI, GSSI, and ISSI indicators. Compared with the PSSI or SN indicators, the proposed indicators realize the intralayer–interlayer–overall structural evaluation of the pavement, and the indicators were based on the pavement design indicators.
中国标准中的路面结构强度指标(PSSI)和AASHTO提出的结构数指标(SN)被广泛用于评价半刚性沥青路面的结构状态。但PSSI和SN指标不涉及层内和层间界面结构状态,且与路面设计指标脱节。本研究综合考虑层内剩余寿命和结构衰减状态,提出地表/基底/路基结构状态指数(SSSI/BSSI/GSSI)指标。提出了基于表面与基层摩擦系数的层间界面结构状态指数(ISSI)。通过对SSSI、BSSI、GSSI和ISSI指标赋权,提出了路面结构状态指数(PaSSI)。与PSSI或SN指标相比,本文提出的指标实现了对路面层内-层间-整体结构的评价,并以路面设计指标为基础。
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引用次数: 0
SELECTION ANALYSIS OF ROAD MAINTENANCE METHODS BETWEEN THE USE OF SLURRY SEALS AND SPOT LEVELLING FROM SERVICE LIFE AND CONSTRUCTION COSTS ASPECTS 从使用寿命和施工成本两方面对泥浆密封与现场找平两种道路养护方法的选择分析
4区 工程技术 Q3 Environmental Science Pub Date : 2023-10-13 DOI: 10.12962/j20861206.v38i2.18196
Tri Cahyo Utomo, Catur Arif Prastyanto
On national roads (arterial roads) whose LHR conditions should be the same or tend to be higher than provincial roads (collector roads) still often use slurry seals for handling to protect the asphalt layer from disintegration, cracking and reduced skid factor on the road. In fact, in its implementation on provincial roads, the lifespan of spot leveling works tends to have a much longer service life than slurry seals which tend to be damaged during the same fiscal year. This is certainly a contradictory conclusion between the two methods applied, namely on provincial roads with LHR tend to be lower than national roads using spot leveling treatment which has a longer lifespan, while on national roads it is the other way around. With the above problems, it is necessary to do further research on the factors that underlie the selection of the method, the service life of the results of the handling is compared to the construction costs incurred. The research method was carried out using LHR data to determine the condition of traffic loads on each segment of the segment, survey road conditions to determine the percentage of damage and the remaining service life of slurry seals and spot leveling, and compared with construction costs. The CESA value or traffic load characteristics affect the service life of the slurry seal, with a service life gap of 2.08 years and handling cost of Rp. 12,949.29 per square meter per year. Drainage conditions also influence the service life of the slurry seal, with a service life gap of 1.32 years and handling cost of Rp. 8,097 per square meter per year. Sidewalk conditions impact the service life of the slurry seal as well, with a service life gap of 0.52 years and handling cost of Rp. 4,688.39 per square meter per year. Based on the data on the service life gaps and handling costs, the most influential factor on the service life and duration of the slurry seal is the CESA condition on the road segment where the slurry seal is applied.
在LHR条件应与省道(集道)相同或趋于更高的国道(主干道)上,仍然经常使用泥浆密封进行处理,以保护沥青层不崩解、开裂,减少道路上的打滑因素。事实上,在省道实施中,现场找平工程的使用寿命往往比同一财政年度容易损坏的泥浆密封寿命要长得多。这当然是两种方法之间的矛盾结论,即在省道上,LHR往往低于国道,使用点找平处理,使用寿命更长,而在国道上则相反。有了以上问题,就有必要对选择方法的基础因素做进一步的研究,将处理结果的使用寿命与所产生的施工成本进行比较。研究方法是利用LHR数据确定各路段的交通荷载状况,调查路况,确定泥浆密封和现场找平的损坏百分比和剩余使用寿命,并与施工成本进行比较。CESA值或交通荷载特性影响泥浆密封的使用寿命,使用寿命差距为2.08年,处理成本为每平方米每年12949.29卢比。排水条件也会影响泥浆密封的使用寿命,其使用寿命差距为1.32年,处理成本为每平方米每年8,097卢比。人行道条件也会影响泥浆密封的使用寿命,使用寿命差距为0.52年,每年每平方米的处理成本为4,688.39卢比。根据使用寿命差距和处理成本的数据,对泥浆密封使用寿命和持续时间影响最大的因素是应用泥浆密封的路段的CESA条件。
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引用次数: 0
期刊
Canadian Journal of Civil Engineering
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