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Understanding the moisture sensitivity of warm mix asphalt binders based on bond strength 基于粘结强度了解温拌沥青粘结剂的湿敏感性
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2023-01-16 DOI: 10.1680/jtran.22.00086
Mayank Sukhija, N. Saboo, Agnivesh Pani
Moisture damage in asphalt mixtures is typically attributed to the loss of bond strength at the interface of the asphalt binder and aggregate matrix. Therefore, selecting an appropriate combination of materials that resist moisture-induced damage is critical. This concern is of utmost importance when asphalt mixtures are prepared at lower production temperatures, i.e., warm mix asphalt (WMA) mixtures. This paper attempts to quantify the impact of moisture on asphalt mixtures prepared using four different warm mix additives and two aggregates through a bond strength (BS) test. Results showed that WMA binders impart similar or even higher BS than base asphalt binder, regardless of aggregate source and moisture exposure (wet or dry). Moisture sensitivity, evaluated through bond strength ratio (BSR), indicated that the application of WMA additives improves the moisture sensitivity, despite lower production temperatures, compared to the base asphalt binder. Statistical analysis showed that asphalt binder type significantly affects the bonding mechanism and moisture sensitivity. Based on the ranking protocol used in this study, it can be stated that the application of Rediset, a chemical-based WMA additive, unveils the best performance among other WMA additives in VG30, which is the most commonly used asphalt binder for paving applications.
沥青混合料中的水分损伤通常是由于沥青粘结剂和骨料基体界面的粘结强度损失造成的。因此,选择合适的材料组合来抵抗湿气引起的损坏是至关重要的。当沥青混合料在较低的生产温度下制备时,即温拌沥青混合料(WMA)混合物,这一问题尤为重要。本文试图通过粘结强度(BS)试验,量化水分对使用四种不同的温混合料添加剂和两种骨料配制的沥青混合料的影响。结果表明,无论骨料来源和水分暴露(湿或干)如何,WMA粘结剂的BS与基础沥青粘结剂相似,甚至更高。通过粘结强度比(BSR)评估的水分敏感性表明,尽管生产温度较低,但与基础沥青粘结剂相比,WMA添加剂的使用提高了水分敏感性。统计分析表明,沥青粘结剂类型对粘结机理和湿敏感性有显著影响。根据本研究中使用的排名协议,可以说,在VG30中,化学基WMA添加剂Rediset的应用在其他WMA添加剂中显示出最好的性能,VG30是最常用的沥青粘合剂。
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引用次数: 3
Travel Time Reliability Prediction by Genetic Algorithm and Machine Learning Models in Virginia 基于遗传算法和机器学习模型的弗吉尼亚旅行时间可靠性预测
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-11-21 DOI: 10.1680/jtran.22.00065
S. A. Zargari, N. Khorshidi, Hamid Mirzahossein, Samim Shakoori, Xia Jin
Travel time reliability has proved to be a critical issue both in the context of traveller's choices and decisions and freight transportation. In the terminology, the temporal variability of travel time is known as reliability and is affected by numerous factors. Three of them, including traffic volume, incidents, and inclement weather, are among the most profound, and their effects have been the subject of many studies. What has made this article unique is the simultaneous implementation of a genetic algorithm with multiple machine learning methods. Also, GA could eliminate overfitting, which is a common mistake in ML models. The numerical results revealed that the performance of the prior model, KNN, enhanced significantly when GA was imposed on it. In terms of stability ratio, a 12% decrease was observed. Also, the mean squared error (MSE) for the training set and test set decreased. However, the reduction was not significant. To further illustrate the advantages of GA implementation, the number of predictions with MAPE greater than 0.05 were compared, and a notable reduction was revealed. In the final step, sensitivity analysis was done to depict how PTI responds to the fluctuations of independent variables.
旅行时间可靠性已被证明是旅行者选择和决策以及货物运输的关键问题。在术语中,旅行时间的时间变异性被称为可靠性,它受到许多因素的影响。其中三个因素,包括交通量、事故和恶劣天气,是影响最深远的,它们的影响已经成为许多研究的主题。本文的独特之处在于同时实现了具有多种机器学习方法的遗传算法。此外,遗传算法可以消除过拟合,这是ML模型中常见的错误。数值结果表明,在遗传算法的作用下,原有的KNN模型的性能得到了显著提高。在稳定性比方面,观察到12%的下降。训练集和测试集的均方误差(MSE)也减小了。然而,这种减少并不显著。为了进一步说明遗传算法实现的优势,我们比较了MAPE大于0.05的预测数,结果显示MAPE显著减少。在最后一步,进行敏感性分析,以描述PTI如何响应自变量的波动。
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引用次数: 1
Evaluation of Managed Lane Operation Plan for Autonomous Vehicles 自动驾驶汽车管理车道运行方案评价
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-10-14 DOI: 10.1680/jtran.22.00038
Nuri Park, Samgyu Yang, Juneyoung Park, Minsu Won
Autonomous driving technology, in which cars recognize their surroundings and drive via mechanical control, has attracted much attention. However, before the introduction of autonomous driving technology, there will be a mix of autonomous and non-autonomous vehicles, requiring a traffic operation management strategy to ensure the safety and operational efficiency of mixed traffic flow. In response, an operation plan is proposed to design and operate a managed lane to minimize friction between autonomous and non-autonomous vehicles in the commercialization phase of autonomous vehicles. To evaluate the autonomous vehicle managed lane operation strategy, safety, operation efficiency, and environment effectiveness measurements were derived by conducting a simulation analysis using VISSIM. And then, a value function was developed that reflects the three measurements and their importance weighting values. Using this approach, this paper provides a strategy of optimal autonomous vehicle managed lane operation that can increase operational efficiency and safety in expressway on/off-ramp areas.
自动驾驶技术是汽车识别周围环境并通过机械控制进行驾驶的技术,它受到了广泛关注。然而,在引入自动驾驶技术之前,将会出现自动驾驶和非自动驾驶车辆的混合,需要交通运营管理策略来确保混合交通流的安全性和运营效率。为此,提出了一种运营计划,设计和运营管理车道,以最大限度地减少自动驾驶汽车商业化阶段自动驾驶汽车与非自动驾驶汽车之间的摩擦。为了评估自动驾驶汽车管理车道的运行策略,通过使用VISSIM进行仿真分析,得出了安全性、运行效率和环境有效性的测量结果。然后,建立了一个反映三个度量值及其重要权重值的值函数。利用该方法,本文提供了一种优化的自动驾驶车辆管理车道运行策略,可以提高高速公路上下匝道区域的运行效率和安全性。
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引用次数: 0
Optimal urban planning through the Best-Worst Method: bicycle lanes perspective in Palermo 基于最佳-最差方法的最优城市规划:巴勒莫自行车道视角
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-09-26 DOI: 10.1680/jtran.22.00013
T. Campisi, Sarbast Moslem, Muhammad Ahmad Al-Rashid, G. Tesoriere
Since 2020, due to the recent COVID-19 pandemic, planners and designers have proposed numerous changes for urban spaces and mobility concepts, complying with government anti-contamination restrictions. Several European cities have implemented strategies for developing cycling, favouring the design of temporary (pop-up) or permanent cycle lanes and state incentives to purchase bicycles and electric micro-mobility. However, the existing research suggests that the design optimisation must pursue specific geometric-functional and safety standards for cyclists and space sharers (pedestrians/cars). Hence, it is necessary to analyse the perceptions of citizens and commuters to optimise the planning and design of these infrastructures. This study focuses on a multi-criteria evaluation for selecting the optimal infrastructure scheme to be placed temporarily and permanently in the metropolis of Palermo in Sicily (Italy). First, the evaluation of opinions was defined by considering a selected group of cyclists (citizens, technicians, and commuters). Then, applying the Best-Worst method (BWM), a series of design alternatives were evaluated and compared. Results show a correlation between the different type of users who generally lives in the city compared to the commuter who is in the city for the first time. The results lay the foundation for improved planning and design strategies in the sustainable urban mobility plan (SUMP) and the Italian “Biciplan” guidelines.
自2020年以来,由于最近的COVID-19大流行,规划师和设计师提出了许多城市空间和交通概念的变化,以符合政府的反污染限制。几个欧洲城市已经实施了发展自行车的战略,支持设计临时(弹出式)或永久的自行车道,并鼓励购买自行车和电动微型交通工具。然而,现有的研究表明,设计优化必须追求骑车者和空间共享者(行人/汽车)的特定几何功能和安全标准。因此,有必要分析市民和通勤者的看法,以优化这些基础设施的规划和设计。本研究的重点是选择在西西里岛(意大利)巴勒莫大都市临时和永久放置的最佳基础设施方案的多标准评估。首先,通过考虑选定的一组骑自行车的人(市民、技术人员和通勤者)来定义意见评估。然后,应用最佳-最差法(Best-Worst method, BWM)对一系列设计方案进行了评价和比较。结果显示,通常居住在城市的不同类型用户与第一次来到城市的通勤者之间存在相关性。研究结果为改进可持续城市交通规划(SUMP)和意大利“Biciplan”指南的规划和设计策略奠定了基础。
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引用次数: 0
Fire Evacuation Integration Modelling in Subway Stations using the Lattice Boltzmann Method 基于点阵玻尔兹曼方法的地铁车站消防疏散集成建模
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-09-26 DOI: 10.1680/jtran.22.00052
Yadi Zhu, Fengfan Han, Yang Yang, Xiaohong Li
Fire evacuation simulations are essential for assessing evacuation schemes in subway stations. However, most studies and practical solutions have primarily focused on the effects of fire-smoke on the evacuation behaviour of evacuees. Moreover, these solutions overlook the effects of the movement of evacuees on fire-smoke diffusion, and hence, do not adequately reflect fire–pedestrian interaction. This study addresses this problem by formulating a fire-smoke evolution model using the lattice Boltzmann method to simulate fire-smoke from a mesoscopic perspective. The proposed model can reflect fire-smoke diffusion, including the effects of evacuees on the evacuation scheme. The model easily exchanges data with the microscopic pedestrian simulation model. An agent-based evacuation model is formulated using the social force method. The agent can regulate the evacuation states using perceptive environment information. Finally, the models are integrated into one framework to evaluate fire–pedestrian interaction. A simplified fire evacuation scenario based on a two-dimensional subway station platform is simulated using the proposed integration model. The results show that the proposed integration model can simulate the effect of the disturbance of the movement of evacuees on fire-smoke diffusion and evaluate fire–pedestrian interaction.
火灾疏散模拟是评估地铁站疏散方案的重要手段。然而,大多数研究和实际解决方案主要集中在火灾烟雾对疏散人员疏散行为的影响上。此外,这些解决方案忽略了疏散人员移动对火灾烟雾扩散的影响,因此不能充分反映火灾与行人的相互作用。本研究利用晶格玻尔兹曼方法从介观角度模拟火-烟演化模型,解决了这一问题。该模型能够反映火灾-烟雾扩散,包括疏散人员对疏散方案的影响。该模型易于与微观行人仿真模型进行数据交换。利用社会力法建立了基于智能体的疏散模型。agent可以利用感知环境信息调节疏散状态。最后,将这些模型整合到一个框架中来评估人与火之间的相互作用。利用所提出的集成模型,对基于二维地铁车站平台的简化火灾疏散场景进行了仿真。结果表明,所建立的综合模型能够模拟疏散人员活动干扰对火灾-烟雾扩散的影响,评价火灾-行人相互作用。
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引用次数: 1
Ageing properties of warm-mix asphalt containing reclaimed asphalt pavement 含再生沥青路面温拌沥青老化性能研究
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-09-20 DOI: 10.1680/jtran.22.00014
W. M. Hasan, A. Sarkar
A study was undertaken to evaluate the influence of an organic and chemical additive on the short- and long-term ageing properties of warm-mix asphalt containing reclaimed asphalt pavement. Various mechanical tests, including dynamic creep, indirect tensile strength, semi-circular bending, and resilient modulus were conducted. The results indicated that the mixture containing reclaimed asphalt pavement without additives showed a higher flow number in both unageing and ageing processes, indicating higher resistance to rutting. The mixture containing the chemical additive demonstrated higher resistance to moisture susceptibility in comparison to the one with the organic admixture. Moreover, the mixtures containing recycled asphalt pavement and the chemical additive showed higher fracture energy than mixtures containing recycled asphalt pavement and the organic additive, while the latter showed the highest resilient modulus in the unageing and ageing process.
研究了一种有机添加剂和化学添加剂对含再生沥青路面温拌沥青短期和长期老化性能的影响。进行了各种力学试验,包括动态蠕变、间接拉伸强度、半圆弯曲和弹性模量。结果表明,不添加添加剂的再生沥青路面混合料在未老化和老化过程中均表现出更高的流动数,表明其抗车辙性能更高。与含有有机添加剂的混合物相比,含有化学添加剂的混合物具有更高的抗湿敏感性。此外,含有化学添加剂的再生沥青路面混合料比含有再生沥青路面和有机添加剂的混合料表现出更高的断裂能,而有机添加剂在未老化和老化过程中表现出最高的弹性模量。
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引用次数: 1
An Investigation of the Electrical Conductivity of Different Stone Mastic Asphalt Mixtures 不同石胶沥青混合料的电导率研究
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-09-20 DOI: 10.1680/jtran.22.00020
C. Gürer, H. Akbulut, A. Elmacı, B. E. Korkmaz, Serhat Düzağaç
In the recent years, many researches have been carried out on the prevention of icing with electrically conductive asphalt pavements on highways and airports. Although there have been many studies on electrical conductivity in asphalt mixtures, gradation in conductive stone mastic asphalt mixtures has not been studied in details yet. The main purpose of this study is to, for the first time, investigate the effect of aggregate gradation variation on the electrical resistivity and the temperature change of the electrically conductive stone mastic mixtures. In this study, the samples of the conductive stone mastic asphalt (SMA) mixture were produced in three different aggregate gradations (1A, 2A, and 8S) and used with a 5 mm length and 0.2% by weight Carbon Fiber (CF) as conductive component. The Marshall design was performed on the series (1A, 2A, and 8S). The series were made by volume resistivity, temperature changes under constant electrical voltage. Ultrasound transmission velocity was determined by the two-electrode method, and the results were compared. It was concluded that the change in aggregate gradation has a significant effect on the electrical conductivity properties of conductive SMA. The denser the gradation of the stone mastic asphalt mixture, the better the electrical conductivity will be.
近年来,在高速公路和机场上对导电沥青路面的防结冰进行了大量的研究。虽然对沥青混合料的导电性研究较多,但对导电石胶泥沥青混合料的级配还没有详细的研究。本研究的主要目的是首次研究集料级配变化对导电石胶泥混合料电阻率和温度变化的影响。在本研究中,导电石胶泥沥青(SMA)混合料的样品分为三种不同的骨料级配(1A、2A和8S),并使用长度为5mm、重量为0.2%的碳纤维(CF)作为导电成分。马歇尔设计在系列(1A、2A和8S)上进行。该系列是在恒定电压下通过体积电阻率、温度变化制成的。采用双电极法测定超声传输速度,并对结果进行比较。结果表明,骨料级配的变化对导电SMA的导电性能有显著影响。石浆沥青混合料的级配越密,其导电性越好。
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引用次数: 1
A method to find the optimum routes and stations for Bus Rapid Transit in urban areas 城市快速公交最佳路线和站点的确定方法
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-07-28 DOI: 10.1680/jtran.22.00004
N. Nadimi, Aliakbar Zamzam, R. Camporeale, Fatemeh Rahmani
Public transportation (PT) is an essential system for cities to achieve sustainability. However, determination of proper locations for PT stations and finding suitable routes are critical decisions. This paper aims to propose a novel method to determine BRT stations and routes in the cities, using Fuzzy Inference System (FIS) and Binary Integer Programming (BIP). In the proposed method, first, a set of potential locations for BRT stations is selected based on engineering judgment. Then, by considering several variables and with the help of FIS, a weight is calculated for each location. Subsequently, the optimum corridors for BRT with BIP are identified. The objective function of the BIP model is to maximize the sum of stations’ weights (involving the most suitable locations for BRT stations), while ensuring that the maximum number of passengers can travel each route. Constraints related to technical, social, and economic considerations are also taken into account. To control the model efficiency, the outputs are compared with the stations and corridor suggested by experts. Based on the results, the most important features of the developed model are its simplicity, its ability to consider various factors, a short running time, and its high level of accuracy.
公共交通是城市实现可持续发展的重要系统。然而,确定PT站的适当位置和找到合适的路线是关键的决定。本文旨在提出一种基于模糊推理系统(FIS)和二进制整数规划(BIP)的城市快速公交站点和路线确定新方法。在该方法中,首先根据工程判断选择一组BRT站点的潜在位置;然后,在FIS的帮助下,通过考虑几个变量,计算每个位置的权重。随后,确定了带BIP的BRT的最佳走廊。BIP模型的目标函数是最大化站点权重之和(包括BRT站点最合适的位置),同时保证每条路线的最大乘客数量。与技术、社会和经济因素有关的制约因素也被考虑在内。为了控制模型的效率,将输出与专家建议的站点和走廊进行比较。根据结果,所开发的模型最重要的特点是其简单性、能够考虑各种因素、运行时间短以及准确性高。
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引用次数: 0
Driver Behaviour and Experience Around Automated Freight Vehicle Platoons 自动货运车辆队列的驾驶员行为与体验
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-06-27 DOI: 10.1680/jtran.22.00039
Samgyu Yang, Juneyoung Park, M. Abdel-Aty
Autonomous vehicles are becoming more common, and the market size is growing. In the truck industry, deploying a platoon of autonomous vehicles is emerging as a response to existing safety and environmental problems. However, before autonomous technology can be applied to all vehicles in a traffic flow, mixed traffic containing both autonomous and non-autonomous vehicles is inevitable. Therefore, this study analysed the behaviour of non-autonomous vehicles at the inflow and outflow of highways to understand platoon operation management in mixed traffic conditions by using driving simulator and NASA-TLX survey. Unlike previous studies, this study considered an environment in which freight vehicle platoons occupy a designated lane and examined the vehicle driving characteristics and driver psychology as non-autonomous vehicles entered and exited the highway. Statistical methods such as ANOVA and MANOVA were used to analyse the difference according to the situation. As a result, in entry, platoon had an effect to driver and especially platoon size had a larger effect than inter-platoon spacing. However, among drivers with driving experience above a certain level, the platooning parameters did not have significant effects on the driving. The results of this study provide basic information about the operation and management of a platoon of autonomous vehicles on mixed-traffic highways.
自动驾驶汽车正变得越来越普遍,市场规模也在不断扩大。在卡车行业,部署一批自动驾驶汽车是对现有安全和环境问题的回应。然而,在自动驾驶技术应用于交通流中的所有车辆之前,自动驾驶和非自动驾驶车辆的混合交通是不可避免的。因此,本研究通过驾驶模拟器和NASA-TLX调查,分析非自动驾驶车辆在高速公路出入口的行为,了解混合交通条件下的队列运行管理。与以往的研究不同,本研究考虑了货运车辆排占据指定车道的环境,并研究了非自动驾驶车辆进出高速公路时的车辆驾驶特征和驾驶员心理。根据情况采用方差分析、方差分析等统计方法对差异进行分析。结果表明,在进入时,排对驾驶员有影响,尤其是排大小对驾驶员的影响大于排间距。而在具有一定驾驶经验的驾驶员中,队列参数对驾驶行为的影响不显著。本研究的结果为混合交通高速公路上自动驾驶车辆排的运行和管理提供了基本信息。
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引用次数: 0
An Evaluation of Emergency Vehicle Preferential Treatment Strategies by Traffic Simulation 基于交通仿真的应急车辆优先处理策略评价
IF 0.8 4区 工程技术 Q4 ENGINEERING, CIVIL Pub Date : 2022-05-03 DOI: 10.1680/jtran.22.00019
Isrrah Malabanan, Ampol Karoonsoontawong, K. Kanitpong
Emergency vehicles (EVs) must reach their destination within the shortest amount of time considering the importance of their service in saving lives and reducing property damage. This research aimed to reduce the delay experienced by these vehicles through the alteration of traffic control signals that would give preferential treatment to EVs upon detection. Specifically, this study compared three algorithms with concepts of emergency vehicle pre-emption (EVP), longest queue first, and emergency vehicle signal priority (EVSP) based on average general and EV delays through traffic simulation approach via VISSIM and its component object model (COM) interface. The performance evaluation was applied in Tuk Chai Intersection in Bangkok, Thailand as a case study. It was found that the second algorithm of longest queue first with pre-emption is the best approach for both 0.8 (peak) and peak hour traffic conditions, performing better than the do-nothing condition by 69.70% for stochastic EV input and 79.14% for fixed EV input. The findings of the study also show that the algorithm of preferential treatment using EVSP strategies produced a competitive and robust performance that has EV delay values being better than the do-nothing condition by 75.96%, 77.27%, and 45.67% in 0.8 (peak), peak-hour, and 1.2 (peak) traffic conditions, respectively.
考虑到应急车辆在拯救生命和减少财产损失方面的重要性,它们必须在最短的时间内到达目的地。本研究旨在通过改变交通控制信号,在检测到电动汽车时给予优先处理,从而减少这些车辆的延误。具体而言,本研究通过VISSIM及其组件对象模型(COM)接口的交通仿真方法,比较了三种基于平均一般和EV延迟的应急车辆抢占(EVP)、最长队列优先(longest queue first)和应急车辆信号优先(EVSP)概念的算法。并以泰国曼谷德斋十字路口为例进行了性能评价。研究发现,无论在0.8(高峰)交通条件下还是在高峰时段交通条件下,具有抢占优势的最长队列优先算法都是最优算法,在随机EV输入下比不行动交通条件下的效率提高69.70%,在固定EV输入下比不行动交通条件下的效率提高79.14%。研究结果还表明,采用EVSP策略的优先处理算法在0.8(高峰)、高峰小时和1.2(高峰)交通条件下,EV延迟值分别比不做条件好75.96%、77.27%和45.67%,具有较强的竞争力和鲁棒性。
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引用次数: 1
期刊
Proceedings of the Institution of Civil Engineers-Transport
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