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How to promote people to use autonomous vehicles? A latent congruence path model 如何促进人们使用自动驾驶汽车?一个潜在同余路径模型
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-09 DOI: 10.1080/19427867.2023.2199611
Yang Zhang , Bowei Zhang , Jiatao Chen , Yongping Zhang , Yang Wu , Lizhen Zhou

Autonomous vehicles (AVs) have gained great attention, and individual expectations and perceptions influence attitudes toward them. Combined with the consumer satisfaction index, a latent congruence path model is established to study how the consistency or inconsistency of individual expectations and perceptions affects people's behavior intention. SmartPLS is used to calculate the difference value. Data collected from 877 respondents in China show that the more consistent the individual's expectations and perceptions are, the more likely it is to promote the use of AVs, but this effect has an upper limit. Enjoyment plays a key role in promoting AVs. In addition, utilitarian motivation can positively influence behavior intention through hedonic motivation. The findings provide insights into understanding how individual perceptions affect people's behavior toward using AVs and developing better travel services for AVs, and more importantly, how government agencies and vehicle designers can attract more people to use AVs.

自动驾驶汽车(AVs)备受关注,个人期望和认知影响着人们对其的态度。结合消费者满意度指数,建立潜在一致性路径模型,研究个体期望和认知的一致性或不一致性如何影响人们的行为意向。采用 SmartPLS 计算差异值。从中国 877 名受访者收集的数据显示,个人的期望和认知越一致,就越有可能促进使用电动汽车,但这种影响有上限。享受在推广使用自动驾驶汽车方面发挥着关键作用。此外,功利动机可以通过享乐动机对行为意向产生积极影响。研究结果为理解个人认知如何影响人们使用自动驾驶汽车的行为以及为自动驾驶汽车开发更好的出行服务提供了启示,更重要的是,为理解政府机构和汽车设计者如何吸引更多的人使用自动驾驶汽车提供了启示。
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引用次数: 0
A multi-directional recurrent graph convolutional network model for reconstructing traffic spatiotemporal diagram 一种用于交通时空图重构的多向循环图卷积网络模型
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-03 DOI: 10.1080/19427867.2023.2198829
Jinhua Xu , Wenbo Lu , Yuran Li , CaiHua Zhu , Yan Li

The Time Space Diagram (TSD) can abstractly represent multiple data sources and the macroscopic state of road traffic. However, the TSDs may be incomplete due to missing data, which seriously affects traffic management. Therefore, this paper proposed a Multi-Directional Recurrent Graph Convolutional Network (MDRGCN) for reconstructing TSDs and estimating missing traffic speeds given sparse data. We designed multi-directional RNN layers for scanning the TSDs from horizontal and vertical directions, which can fully exploit the contextual dependencies of the traffic information. In addition, our model includes graph convolution layers for mining potential spatial correlations in the TSDs. The performance of the model reconstructed from TSDs is validated on the NGSIM dataset. We also provided a comparison with other advanced methods, and the experimental results show that our method can perform well at both low and high missing rates, significantly outperforming the baseline methods.

时间空间图(TSD)可以抽象地表示多个数据源和道路交通的宏观状态。然而,由于数据缺失,TSD 可能并不完整,这严重影响了交通管理。因此,本文提出了一种多向循环图卷积网络(MDRGCN),用于在数据稀疏的情况下重建 TSD 和估计缺失的交通速度。我们设计了多方向 RNN 层,用于从水平和垂直方向扫描 TSD,这样可以充分利用交通信息的上下文相关性。此外,我们的模型还包括图卷积层,用于挖掘 TSD 中潜在的空间相关性。根据 TSD 重建的模型的性能在 NGSIM 数据集上得到了验证。我们还提供了与其他先进方法的比较,实验结果表明,我们的方法在低缺失率和高缺失率情况下都能表现出色,明显优于基线方法。
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引用次数: 0
Development of comprehensive service quality assessment framework for sidewalks considering desired and actual conditions 制订全面的行人路服务质素评估架构,兼顾所需及实际情况
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2047439
Jivesh Ujjwal , Ranja Bandyopadhyaya

Pedestrian level of service (PLOS) of sidewalks measures pedestrians’ perceived satisfaction for walking conditions. Available PLOS models consider vehicular traffic, elements of built environment and user’s perception of walking environment for PLOS assessment. The available PLOS models which use pedestrian perception on walking environment require extensive pedestrian survey and the model outcomes are subjective. Moreover these models do not consider pedestrian desires or expectations, which forms the basis of their perceived satisfaction. This work proposes a PLOS assessment framework for sidewalks which considers an exhaustive list of built and walking environment-related factors and the pedestrian perceived gap between desired and actual sidewalk conditions. The relative importance attached by pedestrians to each factor while assessing overall sidewalk condition was obtained through expert survey using Fuzzy Hierarchy Process. A framework for objectively assessing pedestrian perceived satisfaction level for different built and walking environment-related factors is also proposed in this work.

人行道的行人服务水平(PLOS)衡量行人对步行条件的感知满意度。可用的PLOS模型考虑了车辆交通、建筑环境元素和用户对步行环境的感知,用于PLOS评估。现有的PLOS模型使用行人对步行环境的感知,需要对行人进行广泛的调查,并且模型结果是主观的。此外,这些模型没有考虑行人的欲望或期望,这构成了他们感知满意度的基础。这项工作提出了一个PLOS人行道评估框架,该框架考虑了建筑和步行环境相关因素的详尽列表,以及行人感知的理想和实际人行道条件之间的差距。在评估人行道整体状况时,行人对每个因素的相对重视程度是通过使用模糊层次法的专家调查得出的。本文还提出了一个客观评估行人对不同建筑和步行环境相关因素的感知满意度的框架。
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引用次数: 0
Modelling travellers’ behaviour in a route choice experiment with information under uncertainty: calibration, validation, and further refinements 利用不确定性下的信息,在路线选择实验中模拟旅行者的行为:校准、验证和进一步改进
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2045122
Roberta Di Pace , Francesca Bruno , Gennaro N. Bifulco , Stefano de Luca

Several systems have been proposed in recent years for Advanced Traveler Information Systems (ATIS), ranging from personal (mobile application, on-board) navigation to VMS (Variable Message Signs). All these applications are essentially aimed at assisting the travelers in their travel choices by means of technologically dispatched information about traffic network structure and traffic conditions. It is well known that in ATIS applications one of the key issues to be addressed concerns the accuracy of the dispatched information, here intended as the ability of the system in supplying information that can be verified by the travelers to be correct (affected by a small error). This paper aims at proposing some analytical models able to simulate the effects of the (in)accuracy on travelers’ compliance with information.

摘要近年来,人们提出了一些用于高级旅行者信息系统(ATIS)的系统,从个人(移动应用程序、车载)导航到VMS(可变信息标志)。所有这些应用程序本质上都旨在通过技术上发送的关于交通网络结构和交通状况的信息来帮助旅行者进行旅行选择。众所周知,在ATIS应用程序中,需要解决的关键问题之一是发送信息的准确性,这里的目的是系统提供信息的能力,旅行者可以验证这些信息是正确的(受小错误的影响)。本文旨在提出一些能够模拟(in)准确性对旅行者遵守信息的影响的分析模型。
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引用次数: 2
Achieving robustness in the capacitated vehicle routing problem with stochastic demands 具有随机需求的有能力车辆路径问题的鲁棒性实现
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2049547
Marcella Bernardo , Bo Du , Amanda Bezerra Matias

Stochastic demands can impact the quality and feasibility of a solution. Robust solutions then become paramount. One way to achieve robustness in the Capacitated Vehicle Routing Problem with Stochastic Demands (CVRPSD) is to add a measure of the second-stage (recourse) distance to the objective function of the deterministic problem. We adopt variance as a measure of the recourse distance and propose a Mean-Variance (MV) model. To solve the model, a Hybrid Sampling-based solution approach is developed. Numerical experiments are conducted on benchmark instances and a selective waste collection system in Brazil. We compare our model with others from literature which also use a measure of the second-stage distance to attain robustness. The numerical results show that our model generates the most robust solutions. The comparison provides detailed features of each model and their advantages and disadvantages, helping decision-makers decide which model to utilize based on their different needs and priorities.

随机需求会影响解决方案的质量和可行性。健壮的解决方案就变得至关重要。在具有随机需求的有能力车辆路径问题(CVRPSD)中实现鲁棒性的一种方法是在确定性问题的目标函数中增加第二阶段(求助)距离的度量。我们采用方差作为追索距离的度量,并提出了均值方差(Mean-Variance, MV)模型。为了求解该模型,提出了一种基于混合采样的求解方法。在巴西的基准实例和选择性废物收集系统上进行了数值实验。我们将我们的模型与其他文献中的模型进行比较,这些文献也使用第二阶段距离的度量来获得稳健性。数值结果表明,该模型能产生最鲁棒的解。这种比较提供了每种模型的详细特征及其优缺点,帮助决策者根据他们不同的需求和优先级决定使用哪种模型。
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引用次数: 1
The policy effect on automobile industry considering the relationship between technology,market and production: the dual-credit policy as an example 考虑技术、市场和生产关系的汽车产业政策效应——以双重信贷政策为例
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2040280
de-Yang Kong , Shu-Jie Ma , Wen-Chong Tang , Yi-Xi Xue

Comprehensively understanding how the policy influences the sustainability transition of the automotive industry is a critical focus in recent years. This paper focuses on the dual-credit policy, an underexplored but critical policy in China, and examines how it would influence the transition of automotive industry. To achieve this goal, an SD model is developed to simulate the effect of policy parameters on the policy objectives by considering the interaction of production, technology and market. The findings reveal that this policy can in general promote the sustainable development of the automotive industry by greatly decreasing its overall energy consumption. However, its impact on the market share of new energy vehicles is limited. Based on the results, some policy suggestions are proposed so as to improve the effectiveness of the dual-credit policy.

摘要全面了解政策如何影响汽车行业的可持续性转型是近年来的一个关键焦点。本文重点研究了双重信贷政策,这是一项在中国尚未探索但至关重要的政策,并考察了它将如何影响汽车行业的转型。为了实现这一目标,开发了一个SD模型,通过考虑生产、技术和市场的相互作用来模拟政策参数对政策目标的影响。研究结果表明,这项政策总体上可以通过大幅降低汽车行业的整体能源消耗来促进汽车行业的可持续发展。然而,它对新能源汽车市场份额的影响是有限的。在此基础上,提出了一些政策建议,以提高双重信贷政策的有效性。
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引用次数: 11
Optimal allocation of shared parking spaces for hospital parkers considering parking choice behavior under bounded rationality 有限理性下考虑停车选择行为的医院停车人共享车位优化分配
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2048226
Yangbeibei Ji , Jichang Dong , Zerong Lai , Qi Feng

Lack of parking spaces at downtown hospitals causes urban problems like patient access delays and additional carbon emissions. This paper proposes a cumulative prospect theory-based shared parking space allocation model (CPT-SPSA model) to alleviate the parking difficulties. The CPT-SPSA model aims to maximize the profit of the shared parking platform under time window constraints considering the parking choice behavior of hospital parkers. To determine the parking choice behavior, cumulative prospect theory (CPT) is utilized to model parkers’ evaluation of parking lots considering individual heterogeneity. Numerical experiments indicate that the profit of the platform and the utilization rate of the shared parking spaces are improved significantly and more successful matches of shared parking supply and demand are achieved under the CPT-SPSA model. Those with different parking purposes vary in acceptance of each parking lot. The platform can earn more profit by reasonably adjusting the parking fees of the shared parking spaces.

市中心医院停车位的缺乏导致了诸如患者就诊延误和额外的碳排放等城市问题。本文提出了一种基于累积前景理论的共享车位分配模型(CPT-SPSA模型)。CPT-SPSA模型旨在考虑医院停车人员的停车选择行为,在时间窗口约束下实现共享停车平台的利润最大化。为了确定停车选择行为,利用累积前景理论(CPT)对考虑个体异质性的停车人对停车场的评价进行建模。数值实验表明,在CPT-SPSA模型下,平台的利润和共享车位的利用率都得到了显著提高,共享车位的供需匹配更加成功。泊车用途不同的,对每个停车场的接受程度也不同。通过合理调整共享车位的停车费,平台可以获得更多的利润。
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引用次数: 8
Modeling and evaluating the impact of electricity price on commute network flows of battery electric vehicles 电价对电池电动汽车通勤网络流量影响的建模与评估
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2042655
Chi Xie , Jue Hou , Ti Zhang , Travis Waller , Xiqun Chen

In many urban areas and urban-rural regions, the price of electricity is not only subject to time-of-use tariffs, but also dependent on the usage purpose or service sector, significantly varying across different geographic locations or land uses. Such a spatial price difference greatly affects the charging behavior of electric vehicle drivers. This paper models and analyzes the possible impact of electricity-charging price on the routing choice and flow pattern of electric vehicles in a home-workplace commute traffic network. The particular circumstance in such a network accommodating electric vehicles is that commuters driving battery electric vehicles have opportunities to charge their vehicles at both home and workplace and take into account different electricity-charging prices in their travel choices. For the illustration and evaluation purposes, we presented a small synthetic example and proposed a convex programming model for characterizing the commute network flow pattern of electric vehicles that may be charged at home and/or workplace, encapsulating a piecewise electricity-charging cost function that implies commuters’ combined home-based and workplace-based charging behaviors. Given different electricity-charging prices at home and workplace, solving this problem requires tracking all individual paths in the network. As such, a path-based solution algorithm sketched in the disaggregated simplicial decomposition framework, with some modifications in the path generation phase and an added k-shortest path search procedure, is designed for problem solutions. We implemented the modeling and solution methods for deriving the network flow pattern of electric vehicles and comparing it with that of gasoline vehicles, as well as evaluating the network performance change caused by varying electricity-charging prices with multiple network-level and link-level evaluation matrices.

摘要在许多城市地区和城乡地区,电价不仅取决于使用时间电价,还取决于使用目的或服务部门,不同地理位置或土地用途的电价差异很大。这样的空间价格差异极大地影响了电动汽车驾驶员的充电行为。本文对家庭-工作场所通勤交通网络中充电价格对电动汽车路线选择和流动模式的可能影响进行了建模和分析。这种容纳电动汽车的网络中的特殊情况是,驾驶电池电动汽车的通勤者有机会在家中和工作场所为车辆充电,并在出行选择中考虑不同的充电价格。为了便于说明和评估,我们给出了一个小的综合例子,并提出了一个凸规划模型来表征可能在家和/或工作场所充电的电动汽车的通勤网络流动模式,封装了一个分段充电成本函数,该函数暗示了通勤者基于家庭和工作场所的组合充电行为。鉴于家庭和工作场所的电价不同,解决这个问题需要跟踪网络中的所有单独路径。因此,在分解的单纯形分解框架中绘制的基于路径的求解算法,在路径生成阶段进行了一些修改,并添加了k最短路径搜索过程,被设计用于问题求解。我们实现了建模和求解方法,用于推导电动汽车的网络流动模式并将其与汽油车进行比较,以及使用多个网络级别和链路级别的评估矩阵来评估不同充电价格引起的网络性能变化。
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引用次数: 0
Optimisation of the electric truck route for milk collection problem: a real case study 优化电动卡车路线的牛奶收集问题:一个真实的案例研究
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-04-01 DOI: 10.1080/19427867.2022.2044581
Mehmet Erdem

This study dwells upon the electric milk collection problem. The problem extends electric vehicle routing problem with time windows, considering multi-depot, multi-product, split deliveries, multi-compartment, fast chargers and fleet composition. The problem aims to create an effective routing decision-making system for electric trucks in transporting milk of different quality from producers (or milk collection points) in different locations to the factories. The objective of the electric milk collection problem is to minimize the sum of the total energy costs of electric trucks. We develop an adaptive general variable neighborhood search algorithm that involves several procedures having been tailored to handle specific features of the problem. We perform extensive computational experiments on real-life data to investigate the performance of the heuristics and offer particular insight. The results indicate that our algorithm successfully solves small- and large-scale instances in terms of solution quality and computational time. Our results also quantify the benefits of using fast charger types and fleet composition on the total energy costs.

摘要:本研究详细讨论了电动牛奶收集问题。该问题扩展了具有时间窗口的电动汽车路线问题,考虑了多仓库、多产品、分批交付、多车厢、快速充电器和车队组成。该问题旨在为电动卡车创建一个有效的路线决策系统,将不同质量的牛奶从不同地点的生产商(或牛奶收集点)运输到工厂。电动牛奶收集问题的目标是使电动卡车的总能源成本之和最小化。我们开发了一种自适应通用可变邻域搜索算法,该算法涉及几个经过定制的过程,以处理问题的特定特征。我们对真实生活中的数据进行了广泛的计算实验,以研究启发式算法的性能,并提供特定的见解。结果表明,我们的算法在求解质量和计算时间方面成功地解决了小型和大型实例。我们的研究结果还量化了使用快速充电器类型和车队组成对总能源成本的好处。
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引用次数: 5
Exploring COVID-19 pandemic potential impacts on students’ school travel behavior 探索新冠肺炎大流行对学生学校出行行为的潜在影响
IF 2.8 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2023-03-09 DOI: 10.1080/19427867.2023.2187334
Mohamed Abouelela , Mohamed Samir , Constantinos Antoniou

This study aims to identify the impacts of the COVID-19 pandemic on school trips using a survey of 1120 students and their households in Cairo, Egypt. We found that students' age, distance to school, and school type (public or private) influence the mode used to school, the majority of parents would prefer to wait for one month or more after the lockdown before sending their children to school, and the pandemic has a significant impact on parents' evaluation of the various schooling options. Based on the responses and using different scenarios, we predicted that the original vehicle-kilometers-traveled would increase by 17% to 34%, with most of the expected modal shift occurring from large occupancy vehicles to smaller vehicles. This shift was attributed to; the distance to school, the father's occupation and education level, parents waiting more time to send children to school, and parents expecting reduced class capacity. 

本研究旨在通过对埃及开罗的 1120 名学生及其家庭进行调查,确定 COVID-19 大流行对上学的影响。我们发现,学生的年龄、距离学校的远近以及学校类型(公立或私立)都会影响学生上学的方式,大多数家长更愿意在封锁后等待一个月或更长时间再送孩子上学,而且大流行病对家长对各种上学方式的评估有重大影响。根据答复并采用不同的情景,我们预测原有的车辆行驶公里数将增加 17% 至 34%,其中大部分预期的交通方式转变将从大型乘用车转变为小型车辆。造成这种转变的原因包括:到学校的距离、父亲的职业和教育水平、家长送孩子上学需要等待更多时间,以及家长期望班级容量减少。
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引用次数: 0
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Transportation Letters-The International Journal of Transportation Research
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