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Using Spatial Modeling for Identifying Determinants Influencing Crash Estimate: Case Study of Hamedan, Iran 利用空间模型识别影响事故估计的决定因素:以伊朗哈马丹为例
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-07 DOI: 10.1177/03611981231197647
Seyed Ahmadreza Almasi, Amir Reza Bakhshi Lomer, Hassan Khaksar, Aynaz Lotfata
Road crashes are a major cause of fatalities worldwide, posing significant challenges for road-safety experts in selecting appropriate crash-frequency estimation models. This study introduces localized safety performance functions (C-SPFs), which explore the spatial variation of crash frequency and the spatial correlation between dependent variables. The exploratory spatial regression method is employed to identify optimal spatial associations. The study further predicts crashes using geographically weighted Poisson regression (GWPR) and generalized Poisson regression. Results indicate that C-SPFs offer greater accuracy than do models calibrated solely on annual average daily traffic. Moreover, the proposed model is especially relevant for jurisdictions facing higher heavy-vehicle traffic and frequent crashes. The development of C-SPFs and the use of GWPR provide valuable tools for policymakers and road-safety experts in enhancing crash-frequency estimation accuracy. Implementing these techniques can aid in prioritizing safety measures and countermeasures, especially in regions with significant heavy-vehicle traffic and crash occurrences. Additionally, the integration of spatial-analysis techniques and localized models can lead to more effective transportation planning and targeted road-safety interventions, ultimately contributing to reducing the burden of road crashes on a global scale.
道路碰撞是世界范围内造成死亡的一个主要原因,这给道路安全专家选择适当的碰撞频率估计模型带来了重大挑战。本研究引入局部安全性能函数(C-SPFs),探讨碰撞频率的空间变化和因变量之间的空间相关性。采用探索性空间回归方法识别最优空间关联。研究进一步使用地理加权泊松回归(GWPR)和广义泊松回归预测崩溃。结果表明,c - spf比仅根据年平均每日交通量校准的模型提供更高的准确性。此外,所提出的模型特别适用于面临重型车辆流量增加和事故频发的司法管辖区。c - spf的发展和GWPR的使用为政策制定者和道路安全专家提高碰撞频率估计的准确性提供了宝贵的工具。实施这些技术有助于确定安全措施和对策的优先次序,特别是在重型车辆交通和碰撞事件频发的地区。此外,空间分析技术和本地化模型的整合可以带来更有效的交通规划和有针对性的道路安全干预措施,最终有助于在全球范围内减轻道路交通事故的负担。
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引用次数: 0
Service Quality in Rail Systems: Listen to the Voice of Social Media 铁路系统的服务质量:倾听社会媒体的声音
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-07 DOI: 10.1177/03611981231200225
Samet Güner, Kamil Taşkın, Halil İbrahim Cebeci, Emrah Aydemir
Service quality is essential to increase and maintain user loyalty to the railway system. In the literature, surveys have been used to measure user satisfaction, and mathematical methods have been applied to quantify the survey results. In recent years, user-generated content, including comments and complaints shared via social media, has been used to measure the quality of rail services. This content may provide important insights into the quality of the service provided with its dynamic structure. In this study, a SERVQUAL-based social-media analytics approach is used to measure railway service quality, placing special emphasis on the temporal variations in a national rail system. Topic modeling was used to assign each content item to the relevant service dimension and sentiment analysis was applied to measure the level of satisfaction. Importance–performance analysis was employed at the final stage to generate policy suggestions. Gathering more than 2.3 million social-media messages posted from 2011 to 2021, we examined the temporal evolution of service quality of the Turkish rail system. The results reveal the most and least important services and the satisfaction level of each dimension. The differences between the priorities of conventional and high-speed rail passengers are defined, and policy recommendations are presented.
服务质量对于提高和保持用户对铁路系统的忠诚度至关重要。在文献中,调查被用来衡量用户满意度,并应用数学方法来量化调查结果。近年来,用户生成的内容,包括通过社交媒体分享的评论和投诉,已被用来衡量铁路服务的质量。该内容可以提供对其动态结构提供的服务质量的重要见解。在本研究中,采用基于servqual的社会媒体分析方法来衡量铁路服务质量,特别强调了国家铁路系统的时间变化。使用主题建模将每个内容项目分配到相关的服务维度,并使用情感分析来衡量满意度。在最后阶段采用重要性-绩效分析来产生政策建议。我们收集了2011年至2021年发布的230多万条社交媒体信息,研究了土耳其铁路系统服务质量的时间演变。结果揭示了最重要和最不重要的服务以及每个维度的满意度。定义了普通铁路和高铁乘客优先级之间的差异,并提出了政策建议。
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引用次数: 2
Uniaxial Compressive Process Simulation of Geocell-Reinforced Asphalt Mixture by Discrete Element 土工格室加筋沥青混合料单轴压缩过程离散元模拟
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-06 DOI: 10.1177/03611981231200229
Wang Xianrong, Han Shangyu, Zhu Yunsheng
Based on laboratory tests and the discrete element method (DEM), this study investigated the reinforcement by geocells on the compressive process of asphalt mixture. By considering the vital material features and mechanical properties of different ingredients (the three-dimensional irregular shapes and elastic properties of coarse aggregates and geocells, the viscoelastic properties of asphalt mastic, and the random distribution of air voids within asphalt mastic), micromechanical modeling of geocell-reinforced asphalt mixture and virtual uniaxial compression test was built by using PFC3D. The effects of geocell reinforcement on the compression process of the asphalt mixture were evaluated through the virtual compression test. The results show that the built DEM and virtual test can effectively predict the compression process of geocell-reinforced asphalt mixture. The geocell reinforcement positively affected the compression process of asphalt mixture by affecting the distribution of micromechanical forces and displacements in the asphalt mixture. Moreover, the geocell reinforcement was more significant on asphalt mastic. This indicates that the geocell significantly improves the compressive performance of asphalt mixture from the microscopic perspective.
基于室内试验和离散元法(DEM),研究了土工格室加固对沥青混合料压缩过程的影响。考虑不同组分的重要材料特征和力学性能(粗集料和土工格室的三维不规则形状和弹性特性、沥青胶粘剂的粘弹性特性以及沥青胶粘剂内部空隙的随机分布),利用PFC3D软件建立了土工格室增强沥青混合料的微观力学建模和虚拟单轴压缩试验。通过虚拟压缩试验,评价土工格室加筋对沥青混合料压缩过程的影响。结果表明,所建立的DEM和虚拟试验能有效预测土工格室加筋沥青混合料的压缩过程。土工格室加固通过影响沥青混合料中微力学力和位移的分布,正向影响沥青混合料的压缩过程。土工格室对沥青胶泥的加固作用更为显著。这表明土工格室从微观角度显著改善了沥青混合料的抗压性能。
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引用次数: 0
Investigation of Non-Equilibrium and Dynamic Behavior of Soil Water Characteristic Curves through Field Monitoring 通过田间监测研究土壤水分特征曲线的非平衡与动态行为
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-06 DOI: 10.1177/03611981231201109
Asif Ahmed, Md Jobair Bin Alam, Sachini Madanayake, Niloy Gupta
In this paper, soil water characteristic curves (SWCCs) were reconstructed through simultaneous field measurement of soil water content and suction value. The objective of this study was to evaluate whether field-based monitoring could capture the different SWCC paths in various seasons. Moreover, field measurement of SWCC makes it possible to quantify the hysteresis phenomenon, analyzes the effect of various temporal resolutions on SWCC, and highlights the differences in reconstructed SWCC for the same soil during various weather conditions. Field data from one expansive subgrade site in Texas, USA were collected through moisture and suction sensors over a 3-year monitoring period. Analyzing the rainfall and evapotranspiration data, three distinct wetting and drying cycles were identified which allowed correct discrimination of the cycles. The pattern of changes in SWCC was identified in the various wetting and drying cycles. While the field data was fitted through the Van Genuchten equation, variations of the unsaturated soil parameters ( α, n, m) were identified in various cycles. Air entry value indicator parameter α ranged from 0.05 to 0.11 kPa −1 while the slope of the SWCC curve parameter n value varied from 1.1 to 1.45. Comparing these results with previous studies, it was concluded that wetting and drying cycle parameters do not have any predefined correlation. However, these unsaturated parameters required for numerical modeling are dependent on the climatic events happening year-round.
通过现场同时测量土壤含水量和吸力值,重建了土壤水分特征曲线(swcc)。本研究的目的是评估基于现场的监测是否可以捕获不同季节的不同SWCC路径。此外,SWCC的现场测量可以量化迟滞现象,分析不同时间分辨率对SWCC的影响,并突出显示同一土壤在不同天气条件下重建SWCC的差异。在3年的监测期内,通过湿度和吸力传感器收集了美国德克萨斯州一个膨胀路基的现场数据。通过对降雨和蒸散资料的分析,确定了三个不同的干湿循环,从而可以正确地区分干湿循环。在不同的干湿循环中确定了SWCC的变化模式。通过Van Genuchten方程拟合现场数据,确定了不同循环下非饱和土参数(α, n, m)的变化规律。进气值指标参数α取值范围为0.05 ~ 0.11 kPa−1,SWCC曲线斜率参数n取值范围为1.1 ~ 1.45。将这些结果与以往的研究结果进行比较,得出了干湿循环参数不存在任何预定义相关性的结论。然而,数值模拟所需的这些不饱和参数依赖于全年发生的气候事件。
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引用次数: 0
Model for the Evaluation of Urban Transport Policies and Their Interaction with the Housing Market 城市交通政策的评价模型及其与住房市场的相互作用
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-06 DOI: 10.1177/03611981231194630
Moez Kilani, Seghir Zerguini
We analyze several scenarios of transport reforms for the city of Bordeaux (France) using a model that takes into account the interaction between transport and the housing market. We find that road pricing schemes are significantly more effective when they are accompanied by an increase in housing supply in locations where demand increases. This allows households to consider their options for relocation in the medium and long term. Our analysis is based on an aggregate model with a nested decision structure that includes both transport and housing. We provide a full description of the model structure and the calibration steps and make the source code available for those who wish to analyze other cases.
我们使用一个考虑到交通和住房市场之间相互作用的模型,分析了法国波尔多市交通改革的几种情景。我们发现,当道路定价方案在需求增加的地区伴随着住房供应的增加时,其效果会显著提高。这使家庭能够考虑中期和长期的搬迁选择。我们的分析是基于一个包含交通和住房的嵌套决策结构的聚合模型。我们提供了模型结构和校准步骤的完整描述,并为那些希望分析其他情况的人提供了源代码。
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引用次数: 0
Determinants of Usage and Satisfaction with Demand Responsive Transport Systems in Rural Areas 农村地区交通系统使用和满意度的决定因素
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-06 DOI: 10.1177/03611981231198834
Roxani Gkavra, Yusak Octavius Susilo, Roman Klementschitz
Mobility in rural areas requires increased attention, because of not only the large share of the population living there but also the difficulties and special needs that characterize the areas themselves and their residents and visitors. Demand responsive transport (DRT) systems can fill the gap for flexible and sustainable public transport in rural environments. However, since most past studies focused on the urban context, there is still a lack of knowledge on the determinants of usage and loyalty to these systems. The objective of the present study is to identify the decisive factors of DRT systems’ usage in rural areas by examining user characteristics, usage cases, and the determinants of satisfaction with such services. Insights are obtained based on survey data collected on two DRT systems in Austria—one system with a flexible timetable and predetermined stops that mainly serves suburban residents and another door-to-door service with a fixed timetable that is oriented to locals and tourists. The usage of DRT systems is modeled via regression models and the decisive factors are identified and compared among user groups and services. The findings suggest that DRT systems are used for both compulsory and non-mandatory trips and that the majority of users are female. However, the results from different user groups and services suggest that there are not unanimous determinants of the probability of traveling by DRT. With regard to overall satisfaction, it is found that it is related to satisfaction with both trip-level attributes and system design characteristics.
农村地区的人口流动需要得到更多的注意,因为不仅居住在那里的人口比例很大,而且这些地区本身及其居民和游客的特点是困难和特殊需要。需求响应型交通(DRT)系统可以填补农村环境中灵活和可持续公共交通的空白。然而,由于大多数过去的研究集中在城市背景下,仍然缺乏对这些系统的使用和忠诚度的决定因素的了解。本研究的目的是通过检查用户特征、使用案例和对此类服务满意的决定因素,确定农村地区DRT系统使用的决定性因素。该研究基于对奥地利两个DRT系统的调查数据,其中一个系统具有灵活的时间表和预定的站点,主要服务于郊区居民,另一个系统具有固定的时间表,面向当地人和游客。通过回归模型对DRT系统的使用进行建模,确定决定性因素并在用户群体和服务之间进行比较。调查结果表明,DRT系统用于强制性和非强制性旅行,大多数用户是女性。然而,来自不同用户群体和服务的结果表明,乘坐DRT旅行的概率并没有一致的决定因素。对于整体满意度,我们发现它与出行级别属性和系统设计特征的满意度有关。
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引用次数: 0
Evaluation of Traffic Signs Information Volume at Highway Tunnel Entrance Zone Based on Driver’s Visual Characteristics 基于驾驶员视觉特征的公路隧道入口区交通标志信息量评价
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-06 DOI: 10.1177/03611981231200228
Lei Han, Zhigang Du, Kunlin Wu
Reasonable and appropriate traffic sign information volume (TSIV) is crucial to ensure road traffic safety, especially at the entrance zones of highway tunnels. This research compares how various levels of TSIV affect both visual characteristics and visual workload of drivers through real road driving tests. Forty participants were recruited to conduct a field driving experiment at six highway tunnels. The eye movement data of drivers were collected by an eye tracker and the effects of TSIV on drivers’ eye movement characteristics, visual stability, visual SampEn (sample entropy), and visual workload intensity were analyzed and evaluated. At the T3 level (48.31 bits) of TSIV, the drivers’ average fixation duration and average saccade duration were both at the lowest value, while the drivers’ average saccade amplitude reached the maximum, and the dispersion of the three eye movement indicators was the smallest. In addition, the drivers’ visual SampEn increased continuously when approaching the tunnel portal, and was the lowest at T3 level. With the increase of TSIV, drivers’ visual workload intensity decreased first and then increased, the minimum being at T3 level. The drivers’ visual behavior is more stable, visual coordination ability is better, and visual workload and psychological pressure are least under the T3 level, which is beneficial to ensure driving safety at the entrance zone of a highway tunnel. Inappropriate levels of TSIV at highway tunnel entrance zones will cause inevitable risks to driving safety.
合理、适宜的交通标志信息量(TSIV)对于保证道路交通安全至关重要,特别是在公路隧道入口区域。本研究通过实际道路驾驶测试,比较不同程度的TSIV对驾驶员视觉特征和视觉负荷的影响。招募了40名参与者在6条公路隧道进行实地驾驶实验。采用眼动仪采集驾驶员眼动数据,分析评价TSIV对驾驶员眼动特征、视觉稳定性、视觉样本熵(SampEn)和视觉工作强度的影响。在TSIV的T3 (48.31 bits)水平上,驾驶员的平均注视时间和平均扫视时间均处于最低值,而驾驶员的平均扫视幅度达到最大,三项眼动指标的离散度最小。此外,驾驶员的视觉SampEn在接近隧道入口时不断增加,在T3水平时最低。随着TSIV的增大,驾驶员视觉负荷强度先减小后增大,达到T3水平时最小;T3水平下驾驶员的视觉行为更稳定,视觉协调能力更好,视觉工作量和心理压力最小,有利于保证公路隧道入口区的行车安全。高速公路隧道入口区域TSIV水平不合理,会给行车安全带来不可避免的风险。
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引用次数: 0
Decoding Private or Commercial Vehicle Ownership Decisions for Low-Carbon Mobility Transitions: A Systematic Review of the Literature 解码低碳交通转型的私人或商用车辆所有权决策:文献的系统回顾
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-05 DOI: 10.1177/03611981231194346
Nirmalendu Bikash Mishra, Agnivesh Pani, Smruti Sourava Mohapatra, Prasanta K. Sahu
Increase in vehicle ownership (VO) as a result of rapid economic and population growth and its negative environmental effects have gradually become a potential threat to the physical and social environment. A wide range of factors influences the propensity for VO by individuals or firms; however, the existing body of literature lacks a critical review which provides an understanding of their underlying associations and potential implications for policymaking in one holistic frame. To fill this research gap, this study presents a systematic review of factors affecting private and commercial VO using the PRISMA framework (Preferred Reporting Items for Systematic Reviews and Meta-Analysis). The factors influencing private VO decisions are extracted from the reviewed articles; subsequently, the identified factors are topologically divided into seven categories. The findings show that most studies identified the factors contributing to VO as related to socio-economic, demographic, and built environmental characteristics. A lack of research has been identified for attitudinal, technological, and parking-related variables. It is also concluded that there are gaps in the knowledge base on factors contributing to the commercial VO of a business establishment. Designing informed policy measures based on such factors that can induce a sustainable transition in the mobility sector is important to mitigate transportation-related negative externalities on the environment. The overall review findings offer actionable guidance for low-carbon mobility transition and outline a future research agenda for academic researchers and decision makers. The quantifiable factors revealed in this study are expected to assist policy makers in discouraging VO propensity among individuals or firms.
随着经济和人口的快速增长,汽车保有量的增加及其对环境的负面影响已逐渐成为对自然环境和社会环境的潜在威胁。影响个人或企业VO倾向的因素范围广泛;然而,现有的文献缺乏一种批判性的回顾,这种回顾可以在一个整体框架中了解它们的潜在联系和对政策制定的潜在影响。为了填补这一研究空白,本研究使用PRISMA框架(用于系统评价和荟萃分析的首选报告项目)对影响私人和商业VO的因素进行了系统回顾。从审查的文章中提取了影响私人VO决策的因素;随后,将识别的因素拓扑划分为7类。研究结果表明,大多数研究认为,造成VO的因素与社会经济、人口统计学和建筑环境特征有关。缺乏对态度、技术和停车相关变量的研究。还得出结论,在知识基础上存在差距的因素,有助于商业机构的商业VO。根据这些因素设计明智的政策措施,从而促使交通部门实现可持续转型,这对于减轻与交通有关的环境负面外部性非常重要。总体审查结果为低碳交通转型提供了可操作的指导,并为学术研究人员和决策者概述了未来的研究议程。本研究中揭示的可量化因素有望帮助政策制定者抑制个人或企业的VO倾向。
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引用次数: 0
Research on Cooperative Control for On-Ramp Merging with Multiple Lanes in Connected and Automated Environments 互联自动化环境下匝道入路合并多车道协同控制研究
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-05 DOI: 10.1177/03611981231198476
Yangyang Wang, Xiaolang Cao, Gaotian Ren, Yajie Zou, Hangyun Deng
This paper addresses the issue of on-ramp merging in multi-lane freeways and proposes a cooperative control method based on connected and automated vehicles. Focusing on a two-main-lane freeway scenario, the method consists of two key models: a merging sequence decision model and a motion planning model. The merging sequence decision model prioritizes collision avoidance by predicting the motion state and lane-changing trajectory of vehicles in the merging area. The motion planning model utilizes longitudinal and lateral cooperation to control the main lane vehicles to generate the merging gap through coordinated adjustments in the longitudinal speed or by performing lane changes. The optimal merging trajectory is determined using the entropy weight method, and a fast optimization method based on neural networks is employed. Through simulations considering different traffic density combinations, the proposed method is compared with traditional control schemes. Results demonstrate its superiority in improving traffic flow stability, rapidity, and overall efficiency.
针对多车道高速公路的入匝道合流问题,提出了一种基于车联网和自动驾驶的协同控制方法。该方法以双车道高速公路为研究对象,包括两个关键模型:合并序列决策模型和运动规划模型。合并序列决策模型通过预测合并区域内车辆的运动状态和变道轨迹,优先考虑避碰。运动规划模型利用纵向和横向合作,通过协调调整纵向速度或进行变道来控制主车道车辆产生并合间隙。采用熵权法确定最优合并轨迹,并采用基于神经网络的快速优化方法。通过考虑不同交通密度组合的仿真,对传统控制方案进行了比较。结果表明,该方法在提高交通流稳定性、快速性和整体效率方面具有优势。
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引用次数: 0
Improving Pedestrian Progression at Multistage Crossings Using Pedestrian–Left Turn Overlaps 利用行人-左转弯重叠改善多级交叉路口的行人通行
4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2023-10-03 DOI: 10.1177/03611981231198848
Felix Yik Kin Lao, Peter G. Furth
At signalized intersections where pedestrian crossings are divided into two stages by using a median island, pedestrian delay can be very long if the partial-crossing phases have poor progression. One technique for reducing pedestrian delay is pedestrian–left turn overlaps, in which half-crossings that are not in conflict with a left turn are allowed to run during the left turn phase as well as during the parallel vehicle through phase. Such an overlap can enable some pedestrians to cross in a single pass, or to have a far shorter wait at the median. Because this technique requires surrendering some of the flexibility with which left turn phases normally operate—in phases with a pedestrian call, the left turn phase cannot be skipped and may require a longer minimum green—there can also be an impact on vehicle delay. A case study of two intersections in Brookline, MA found that, compared with the current timing plan, using pedestrian–left turn overlaps could reduce pedestrian delay from about 100 to 35 s, with a negligible impact on vehicle delay. A methodological innovation introduced in this study was that average pedestrian delay was calculated for three pedestrian speeds and averaged together, thus accounting for how pedestrian delay at multistage crossings can be far lower for faster pedestrians who may be able to cross in a single pass than for slower pedestrians who have to wait at the crossing island.
在有信号的十字路口,行人过路被中间岛划分为两个阶段,如果部分过路阶段进展不佳,行人的延误可能会很长。减少行人延误的一种技术是行人-左转重叠,其中允许在左转阶段和平行车辆通过阶段运行与左转不冲突的半交叉。这样的重叠可以使一些行人一次通过,或者在中间等待的时间短得多。由于这种技术需要放弃一些通常左转阶段操作的灵活性——在有行人呼叫的阶段,不能跳过左转阶段,并且可能需要更长的最小绿灯时间——这也可能对车辆延误产生影响。对马萨诸塞州Brookline两个十字路口的案例研究发现,与目前的计时计划相比,使用行人左转重叠可以将行人的延误从大约100秒减少到35秒,而对车辆延误的影响可以忽略不计。本研究中引入的一项方法创新是,计算了三种行人速度的平均行人延迟,并将其平均在一起,从而解释了为什么在多级人行横道上,速度较快的行人可以一次通过,而速度较慢的行人必须在人行横道岛等待,行人延迟要低得多。
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引用次数: 0
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