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Shared travel demand forecasting and multi-phase vehicle relocation optimization for electric carsharing systems 电动汽车共享系统的共享出行需求预测和多阶段车辆迁移优化
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-10-20 DOI: 10.1080/19427867.2023.2262205
Electric shared mobility is flourishing in urban transportation. However, the problem of uneven vehicle distribution and untimely vehicle charging hampers user trip experience and system operation efficiency. To overcome these challenges, this study proposed a multi-phase vehicle relocation optimization approach for one-way station-based carsharing systems. In phase one, a micro-level shared travel demand forecasting model was developed to capture the number of orders in the short-term future. In phase two, stations were divided into different categories based on the results of user travel demand forecast. In phase three, the minimization of driving mileage and carbon emissions was taken as the optimization objective, and a solution method combining Gurobi solver and charging priority ranking was designed. Finally, the effectiveness and advantages of the proposed model and algorithm were comprehensively validated through a case study using real passenger orders and geographic data from the city of Shanghai, China.
电动共享交通在城市交通中蓬勃发展。然而,车辆分布不均和车辆充电不及时的问题阻碍了用户的出行体验和系统的运行效率。为克服这些挑战,本研究提出了一种针对单向站点共享汽车系统的多阶段车辆迁移优化方法。在第一阶段,建立了微观层面的共享出行需求预测模型,以捕捉未来短期内的订单数量。在第二阶段,根据用户出行需求预测结果将站点划分为不同类别。第三阶段,以行驶里程和碳排放最小化为优化目标,设计了结合 Gurobi 求解器和充电优先级排序的求解方法。最后,通过使用中国上海市的真实乘客订单和地理数据进行案例研究,全面验证了所提模型和算法的有效性和优势。
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引用次数: 0
Psychological antecedents of electric vehicle adoption in the West Bank 约旦河西岸采用电动汽车的心理诱因
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-10-20 DOI: 10.1080/19427867.2023.2266184
The global electric vehicle (EV) market overgrew in the previous decade. This paper investigates the factors affecting EV purchase intention in the West Bank, Palestine. This study adopts the exploratory sequential mixed methods approach by conducting unstructured interviews and questionnaires in a developing country context. We obtained 384 survey responses from EV owners and non-EV owners – this study used the partial least squares structural equation modeling (PLS-SEM) tool for empirical analysis. The study results show that environmental concerns, subjective norms, cognitive status, incentive policies, and product perception significantly affect consumers’ intentions to purchase EVs in the West Bank. Environmental concerns indirectly correlate with consumers’ intentions to purchase EVs through attitudes as a mediator. However, perceived behavior control has no significant impact on purchasing intent. These results will help policymakers in improving transportation policies.
过去十年间,全球电动汽车(EV)市场迅猛发展。本文调查了影响巴勒斯坦约旦河西岸电动汽车购买意向的因素。本研究采用探索性顺序混合方法,在发展中国家背景下进行非结构化访谈和问卷调查。我们从电动汽车车主和非电动汽车车主那里获得了 384 份调查问卷--本研究使用偏最小二乘法结构方程模型(PLS-SEM)工具进行实证分析。研究结果表明,在约旦河西岸,环境问题、主观规范、认知状况、激励政策和产品认知会显著影响消费者购买电动汽车的意愿。环境问题通过态度这一中介与消费者的电动汽车购买意向间接相关。然而,感知行为控制对购买意向没有明显影响。这些结果将有助于政策制定者改进交通政策。
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引用次数: 0
Can taxi data inform bus route improvement? A case study in Shanghai 出租车数据能否为公交线路改进提供参考?上海案例研究
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-10-20 DOI: 10.1080/19427867.2023.2262207
Taxis not only substitute for but also complement bus transit. With the complementary relationship, taxi trips reveal the origin-destination pairs where the level of bus service is low. This study attempts to utilize taxi data to identify potential weak links in the bus network. An evaluation methodology is proposed using taxi trips to evaluate the bus routes by incorporating accessibility measures at the stop level and convenience measures at the route level. With over 52,000 taxi orders collected in Jiading District of Shanghai, China, the corresponding alternative bus trips are simulated and then classified into 16 types of patterns according to the stop-level and route-level measures. The top five types, accounting for 78% of all trips, are selected for visual and quantitative analysis. The findings show that the proposed methodology can well assist bus agencies to improve service efficiency with better planning and design of bus routes.
出租车不仅可以替代公交,还可以补充公交。通过这种互补关系,出租车出行揭示了公交服务水平较低的始发站对。本研究试图利用出租车数据找出公交网络中潜在的薄弱环节。本研究提出了一种评估方法,利用出租车出行量来评估公交线路,在站点层面纳入可达性衡量标准,在线路层面纳入便利性衡量标准。利用在中国上海嘉定区收集到的 52,000 多份出租车订单,模拟出相应的备选公交出行方式,然后根据站点级和线路级指标将其分为 16 种类型。我们选取了占总出行量 78% 的前五种类型进行可视化和定量分析。研究结果表明,所提出的方法可以帮助公交公司更好地规划和设计公交线路,从而提高服务效率。
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引用次数: 0
Multi-objective optimization for through train service integrating train operation plan and type selection 结合列车运行计划和类型选择的直通列车服务多目标优化
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-10-20 DOI: 10.1080/19427867.2023.2264046
Providing effective Through Train Services (TTSs) faces challenges due to complex infrastructure conditions, train performances and passenger demands. To enhance TTSs between two different classes of urban rail transit lines with variations in train speed and capacity, we propose a multi-objective Integer Non-Linear Programming (INLP) model. This model maximizes passenger travel time savings and average train load utilization, and develops an integrated approach to simultaneously optimize the frequencies of through express trains and local trains, as well as the operation zones, stopping patterns and type selection of through trains. Additionally, a Non-Dominated Sorting Genetic Algorithm II is designed to solve the INLP model based on a simple test network and a real-world case from the Nanjing Subway. The unique benefits of our proposed method are demonstrated by a comprehensive compared with the Single Line Operation Mode and the all-stop plans under Through Operation Mode.
由于复杂的基础设施条件、列车性能和乘客需求,提供有效的直通车服务(TTS)面临着挑战。为了在列车速度和运力不同的两类城市轨道交通线路之间加强直通车服务,我们提出了一个多目标整数非线性编程(INLP)模型。该模型最大限度地节省了乘客的旅行时间,提高了列车平均载荷利用率,并开发了一种综合方法,可同时优化直通特快列车和本地列车的班次,以及直通列车的运行区域、停靠模式和类型选择。此外,基于一个简单的测试网络和南京地铁的实际案例,设计了一种非支配排序遗传算法 II 来求解 INLP 模型。通过与单线运行模式和直通运行模式下的全停方案进行综合比较,证明了我们提出的方法的独特优势。
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引用次数: 0
Experimental study on the departure time choice behavior during the morning rush hours under different road capacity conditions 不同道路通行能力条件下早高峰时段出发时间选择行为的实验研究
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-10-20 DOI: 10.1080/19427867.2023.2259143
This paper presents an experimental study on the departure time choice behavior during the morning rush hours under different road capacity conditions. Experimental data are analyzed from the aspects of the equilibrium state of a traffic system and the choice behavior of subjects. The experimental results showed that the user equilibrium is easy to achieve in the medium-capacity scenario; however, it is difficult in the low- and high-capacity scenario. This implies that the user equilibrium cannot predict the aggregate behavior well when the bottleneck capacity is too low or too high. A reinforcement learning model is constructed to reproduce experimental results and uncover subjects’ learning mechanism. Simulation results are in good agreement with the experimental results. The results presented in this study could provide the theoretical support for developing measures for transportation management and control during the morning rush hours.
本文对不同道路通行能力条件下早高峰时段的出发时间选择行为进行了实验研究。实验数据从交通系统的平衡状态和被试的选择行为两方面进行分析。实验结果表明,在中等通行能力情况下,用户平衡状态容易实现;但在低通行能力和高通行能力情况下,用户平衡状态难以实现。这意味着当瓶颈容量过低或过高时,用户均衡不能很好地预测总体行为。为了重现实验结果并揭示受试者的学习机制,我们构建了一个强化学习模型。仿真结果与实验结果十分吻合。本研究的结果可为制定早高峰时段的交通管理和控制措施提供理论支持。
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引用次数: 0
Impact assessment of professional drivers’ speed compliance and speed adaptation with posted speed limits in different driving environments and driving conditions 职业驾驶员在不同驾驶环境和驾驶条件下遵守速度规定和速度适应的影响评估
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1080/19427867.2023.2252222
This study analyzed the impact of driving environments (real-world and simulated world) and driving conditions (no time pressure and time pressure) on speed compliance and speed adaptation. Professional car drivers were recruited, and the data was collected in real-world and simulated world under no time pressure and time pressure driving conditions. The comparison results using Wilcoxon-signed rank test showed that speed compliance and speed adaptation were not consistently significant and were not in the same direction highlighting the influence of various factors like road features and driver characteristics. The generalized linear mixed model results showed that speed compliance was relatively better in simulated world (by 3.98 kmph) than real-world. Further, speed adaptation under time pressure was about 5.86 kmph lower during real-world as compared to simulated world. The findings from this study can provide new insights on road safety strategies and policy implications for limiting speeding-related crash risks.
本研究分析了驾驶环境(真实世界和模拟世界)和驾驶条件(无时间压力和有时间压力)对速度依从性和速度适应性的影响。研究招募了职业汽车驾驶员,在真实世界和模拟世界中的无时间压力和有时间压力驾驶条件下收集数据。使用 Wilcoxon-signed 秩检验的比较结果表明,速度顺应性和速度适应性的显著性并不一致,而且方向也不相同,这凸显了道路特征和驾驶员特征等各种因素的影响。广义线性混合模型的结果表明,模拟世界的车速顺应性(每小时 3.98 公里)比真实世界的车速顺应性要好。此外,在时间压力下,真实世界的车速适应性比模拟世界低约 5.86 公里/小时。这项研究的结果可以为限制超速相关碰撞风险的道路安全策略和政策影响提供新的见解。
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引用次数: 0
Vehicle detection in diverse traffic using an ensemble convolutional neural backbone via feature concatenation 基于特征拼接的集成卷积神经主干在不同交通条件下的车辆检测
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1080/19427867.2023.2250622
Nowadays, deploying an intelligent vehicle detection system (IVDS) in diverse traffic is a work priority. It provides real-time traffic information with vehicle counts and types of vehicles. IVDS deployment in diverse traffic is challenging because different vehicle classes occlude each other on the road. In recent years, convolutional neural network (CNN) based deep learning (DL) methods have attained incredible progress in implementing IVDS. However, most CNN-based DL methods do not include diverse traffic conditions in Asian countries. Also, due to existing feature extraction backbones, they cannot accurately detect multi-scale vehicles. This work proposes an advanced visual computing deep learning (AVCDL) method with a vast labeled vehicle dataset to detect vehicles in diverse traffic. It includes an ensemble backbone and an improved multi-stage vehicle detection head (MSVDH). An ensemble CNN backbone extracts the vehicle features and combines them on a single channel via a feature concatenation. The final detection is carried out by an improved MSVDH that classifies the target vehicles. The proposed method is examined, tested, and evaluated using traffic statistics. It is contrasted with current cutting-edge vehicle detection techniques. It achieves 86.32% mean average precision (mAP) on self-collected diverse traffic labeled dataset (DTLD) and 86.17% mAP on KITTI. Moreover, the real-time performance is validated with NVIDIA Jetson Tx2 and Nano boards. It achieves 15 frames per second (FPS) on Jetson Tx2 and 7 FPS on Jetson Nano.
如今,在多样化交通中部署智能车辆检测系统(IVDS)已成为工作重点。它能提供实时交通信息,包括车辆数量和车辆类型。在多样化交通中部署智能车辆检测系统具有挑战性,因为不同类别的车辆在道路上相互遮挡。近年来,基于卷积神经网络(CNN)的深度学习(DL)方法在实施 IVDS 方面取得了令人难以置信的进展。然而,大多数基于卷积神经网络的深度学习方法并不包括亚洲国家的各种交通状况。此外,由于现有的特征提取骨干,它们无法准确检测多尺度车辆。本研究提出了一种先进的视觉计算深度学习(AVCDL)方法,该方法具有庞大的标注车辆数据集,可检测各种交通状况下的车辆。它包括一个集合骨干网和一个改进的多级车辆检测头(MSVDH)。集合 CNN 主干网提取车辆特征,并通过特征串联将其组合到一个通道上。最终的检测由改进的 MSVDH 完成,它能对目标车辆进行分类。我们利用交通统计数据对所提出的方法进行了检查、测试和评估。它与当前最先进的车辆检测技术进行了对比。该方法在自收集的多样化交通标注数据集(DTLD)上达到了 86.32% 的平均精度(mAP),在 KITTI 上达到了 86.17% 的平均精度(mAP)。此外,NVIDIA Jetson Tx2 和 Nano 板卡也验证了其实时性能。它在 Jetson Tx2 上达到每秒 15 帧 (FPS),在 Jetson Nano 上达到每秒 7 帧 (FPS)。
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引用次数: 0
Simulation and optimization of dynamic-hybrid parking reservation strategies for one-way vehicle-sharing systems 单向车辆共享系统动态混合停车预约策略的仿真与优化
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1080/19427867.2023.2254527
In this paper, we explore the regulation of one-way station-based vehicle-sharing system (OSVS) through dynamic-hybrid parking reservation policies. We first propose a dynamic-hybrid parking reservation policy. This policy only requires trips with expected travel distances shorter than a specific threshold to make a parking reservation. The distance threshold varies with time. We develop a discrete event simulation model based on the O2DES (object-oriented discrete event simulation) framework to compare the dynamic-hybrid parking reservation (DHPR) strategy with the no-reservation (NR), static-hybrid parking reservation (SHPR) and complete parking reservation (CPR) strategies. Furthermore, we propose a simulation-optimization model and an Elitism-based Genetic algorithm with the optimal computation budget allocation to determine the fleet size, station capacity, and dynamic reservation distance threshold. The analysis of case studies of a real-world system indicates that DHPR is always superior to NR, SHPR and CPR.
在本文中,我们探讨了通过动态混合停车位预订政策对基于单向车站的车辆共享系统(OSVS)进行调节的问题。我们首先提出了一种动态混合停车预约政策。该政策只要求预期出行距离小于特定阈值的出行进行停车预约。距离阈值随时间变化。我们基于 O2DES(面向对象离散事件仿真)框架开发了一个离散事件仿真模型,将动态混合停车位预订(DHPR)策略与无预订(NR)、静态混合停车位预订(SHPR)和完全停车位预订(CPR)策略进行比较。此外,我们还提出了一个仿真优化模型和一种基于litism的遗传算法,通过优化计算预算分配来确定车队规模、站点容量和动态预约距离阈值。对实际系统的案例分析表明,DHPR 始终优于 NR、SHPR 和 CPR。
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引用次数: 0
Determination of the optimal connected and automated vehicles platoon size based on the merging success rate 基于归并成功率的网联与自动驾驶车辆最优队列大小确定
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1080/19427867.2023.2252220
The platoon size is a critical parameter in connected and automated vehicle (CAV) platoon configuration. However, the optimal platoon size configuration for the mixed human-driven vehicles (HVs) and CAVs traffic has not been well-studied, especially in merging areas. This paper aims to determine the optimal platoon size in the merge area through numerical analysis. Specifically, the existing merge probability calculation model is improved considering the impact of mainline random platoon size on on-ramp vehicles. In the improved model, the CAV platoon is treated as a vehicle with different lengths, and the headway between the platoon and single vehicle and the headway between the platoons are related to the maximum platoon size and CAV penetration rate. Three key parameters, namely the CAV penetration rate, acceleration lane length, and mainline traffic volume, were combined at various values. Based on this input, the relationship between the success rate and the platoon size was analyzed. The numerical analysis results indicate that: (1) when the CAV penetration rate is 10% ~30%, the merge success rate increases and stabilizes as the platoon size increases, and the optimal platoon size is 4 ~ 6. (2) When the CAV penetration rate is 40% ~70%, the trend of merge success rate varies with increasing platoon size under different mainline traffic volumes and acceleration lane lengths. Under the situation with lower traffic and longer acceleration length, the merge success rate tends to decline easier with larger platoon sizes, with 3 ~ 8 being the optimal platoon size. (3) When the CAV penetration rate is 80% ~90%, as the platoon size increases, the merging success rate tends to increase to the highest point and decrease. The optimal platoon size is 3 ~ 5. Finally, the validity of the theoretical model is confirmed through simulation experiments, and its limitations are discussed.
排规模是互联和自动驾驶车辆(CAV)排配置中的一个关键参数。然而,人类驾驶车辆(HVs)和 CAVs 混合交通的最佳排规模配置尚未得到充分研究,尤其是在并线区域。本文旨在通过数值分析确定并线区域的最佳排规模。具体来说,考虑到主线随机排数对匝道车辆的影响,对现有的并线概率计算模型进行了改进。在改进后的模型中,CAV 排被视为不同长度的车辆,排与单车之间的车头间距和排与排之间的车头间距与最大排规模和 CAV 渗透率相关。三个关键参数,即 CAV 渗透率、加速车道长度和主线交通量,以不同的值进行组合。在此基础上,分析了成功率与排规模之间的关系。数值分析结果表明(1)当 CAV 渗透率为 10% ~30% 时,并线成功率随着排数的增加而增加并趋于稳定,最佳排数为 4 ~ 6。(2) 当 CAV 渗透率为 40% ~70% 时,在不同的主线交通流量和加速车道长度下,并线成功率的变化趋势随排数的增加而变化。在交通流量较小、加速车道长度较长的情况下,并线成功率随排数增加而下降,3 ~ 8 排为最佳排数;在交通流量较小、加速车道长度较长的情况下,并线成功率随排数增加而下降,3 ~ 8 排为最佳排数。(3)当 CAV 渗透率为 80% ~ 90% 时,随着排数的增加,并线成功率趋于上升到最高点后下降。最佳排数为 3 ~ 5。最后,通过仿真实验证实了理论模型的正确性,并讨论了其局限性。
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引用次数: 0
Crossing conflict models for urban un-signalized T-intersections in India 印度城市无信号t型交叉口的交叉冲突模型
IF 3.3 3区 工程技术 Q2 TRANSPORTATION Pub Date : 2024-09-13 DOI: 10.1080/19427867.2023.2250161
Traffic conflict is frequently utilized as a stand-in for crashes for analyzing traffic safety from a broader perspective for varying roadways and traffic conditions. In Indian heterogeneous traffic conditions, vehicles with various static and dynamic properties interact simultaneously in longitudinal and lateral directions, forming traffic conflicts. To this end, the present study develops crossing conflict-based safety performance functions (C-SPFs) for eight urban un-signalized T-intersections. The video-graphic survey approach was used to gather the necessary traffic data with different intersection and traffic flow characteristics. After that, from the recorded video, traffic conflicts were identified using the Post encroachment time (PET) for the selected eight study intersections. Based on the PET values, crossing conflicts were initially divided into critical conflicts (CC) and non-critical conflicts (NCC). Then, using the Poisson-Tweedie regression technique, crossing conflicts were modeled as a function of traffic flow and intersection-related parameters. The findings showed that the most important factors defining the number of CC and NCC are intersection geometry (with or without Central Island), time of day, traffic volume, and composition (offending and conflicting approach). Based on the study’s findings, city planners and traffic engineers estimate the number of CC and NCC; as a result, they may project the necessary laws, rules, and regulations to enhance traffic safety operations.
交通冲突经常被用来代替碰撞事故,以便从更广阔的角度分析不同道路和交通状况下的交通安全。在印度的异构交通条件下,具有各种静态和动态特性的车辆在纵向和横向同时发生相互作用,形成交通冲突。为此,本研究为八个城市非信号灯 T 型交叉路口开发了基于交叉冲突的安全性能函数(C-SPF)。本研究采用视频图形调查方法,收集不同交叉口和交通流特征的必要交通数据。然后,根据录制的视频,使用后侵占时间(PET)对选定的八个研究交叉口的交通冲突进行识别。根据 PET 值,交叉口冲突被初步分为关键冲突(CC)和非关键冲突(NCC)。然后,利用泊松-特威迪回归技术,将交叉口冲突模拟为交通流量和交叉口相关参数的函数。研究结果表明,决定交叉口冲突和非关键冲突数量的最重要因素是交叉口的几何形状(有无中央岛)、一天中的时间、交通流量和组成(违规和冲突方向)。根据研究结果,城市规划者和交通工程师可估算出 CC 和 NCC 的数量,并据此制定必要的法律、规则和法规,以加强交通安全运行。
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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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