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Exploring the Impact of a Railway Corridor on Intermodal Service Networks and Industrial Location: A Land-Use Transport Interaction Modeling Approach 探索铁路走廊对多式联运服务网络和工业区位的影响:土地使用与交通互动建模方法
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-05 DOI: 10.1155/2024/4420668
Zongbao Wang, Ming Zhong, Xiaofeng Pan, Linfeng Li

Given the intricate interactions among the economy, land use, and transportation, it is important to assess the multifaceted impacts of the freight corridor on these systems. This study introduces a land-use transport interaction (LUTI) modeling approach to quantify the scope and magnitude of the impact of a railway corridor on the distribution of freight flows within an intermodal service network and industrial locations. The proposed model operates on two levels to analyze regional interactions between industrial locations and transportation dynamics. The upper-level model simulates the industrial interactions among regions. Meanwhile, at the lower level, interregional trade connections are converted into freight demand, which is then assigned to a transportation network. Calibration of the trip length distribution is achieved by integrating data from truck GPS, railway waybills, and ship visas to develop a connection between the intermodal service networks and economic systems. The improved model offers a LUTI modeling approach tailored for the context of intermodal transportation, considering economies of scale associated with intermodal transportation services. It can not only analyze the impact of a freight corridor on freight flow redistribution but also identify areas that may be adversely affected by such redistributions. Taking the Yangtze River Economic Belt (YREB) as a case study, study results indicate significant enhancements in the economies of scale of railway services within the middle part of the YREB due to the development of the Haoji Railway Corridor (HRC). These changes significantly influence the location utility of industrial activities, with the coal processing activities demonstrating the most sensitivity to the evolving transportation dynamics. This study offers insights into LUTI modeling approaches specifically tailored for intermodal transportation.

鉴于经济、土地利用和交通之间错综复杂的相互作用,评估货运走廊对这些系统的多方面影响非常重要。本研究引入了一种土地使用与运输相互作用(LUTI)建模方法,以量化铁路走廊对多式联运服务网络和工业区内货运流分布的影响范围和程度。建议的模型在两个层面上运行,以分析工业区和交通动态之间的区域互动。上层模型模拟区域间的工业互动。同时,在下层,区域间的贸易联系被转化为货运需求,然后分配给运输网络。通过整合卡车全球定位系统、铁路运单和船舶签证的数据来校准行程长度分布,从而建立多式联运服务网络与经济系统之间的联系。改进后的模型提供了一种针对多式联运的 LUTI 建模方法,考虑到了与多式联运服务相关的规模经济。它不仅能分析货运走廊对货运流重新分布的影响,还能确定可能受到这种重新分布不利影响的地区。以长江经济带(YREB)为例,研究结果表明,由于郝集铁路通道(HRC)的发展,长江经济带中部铁路服务的规模经济显著增强。这些变化极大地影响了工业活动的区位效用,其中煤炭加工活动对不断变化的运输动态最为敏感。本研究为专门针对多式联运的 LUTI 建模方法提供了见解。
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引用次数: 0
Dynamically Signal Timing Optimization of Isolated Intersection Traffic Lights Based on a Dual-Layer Framework 基于双层框架的隔离交叉口交通灯动态信号配时优化
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-30 DOI: 10.1155/2024/1260664
Junqi Shao, Ke Zhang, Anyou Wang, Shen Li

Intersections are vital components of urban road traffic management, frequently facing persistent congestion challenges. Existing studies rarely combine multiobjective optimization with dynamic adjustment methods. This study introduces an innovative dual-layer framework for traffic signal optimization. The first layer involves multiobjective optimization, addressing critical performance metrics such as delay, the number of stops, and fuel consumption. In the second layer, we propose a method that uses a fuzzy neural network to learn the correspondence between queue lengths and signal timings. This two-tiered approach enables real-time adjustments, achieving dynamic signal optimization. Applying this framework with real traffic flow data to a specific road intersection allows us to determine optimal signal timings dynamically. Extensive simulations using the SUMO software validate the efficacy of our approach in enhancing intersection performance. The timing strategy implemented within this framework leads to a substantial reduction in delay, ranging from 11.1% to 29.0%. The dual-layer framework presented in this study contributes valuable theoretical insights into future research initiatives in this domain.

交叉口是城市道路交通管理的重要组成部分,经常面临持续拥堵的挑战。现有研究很少将多目标优化与动态调整方法相结合。本研究为交通信号优化引入了一个创新的双层框架。第一层涉及多目标优化,解决延迟、停车次数和燃油消耗等关键性能指标。在第二层,我们提出了一种使用模糊神经网络来学习队列长度与信号时间之间对应关系的方法。这种双层方法可以进行实时调整,实现动态信号优化。将这一框架与特定道路交叉口的真实交通流数据相结合,我们就能动态地确定最佳信号配时。使用 SUMO 软件进行的大量模拟验证了我们的方法在提高交叉口性能方面的功效。在此框架内实施的定时策略大大减少了延迟时间,从 11.1% 到 29.0%不等。本研究提出的双层框架为该领域未来的研究计划提供了宝贵的理论见解。
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引用次数: 0
Propagation-Based Train Rescheduling under Recoverable Delay Disturbances 可恢复延迟干扰下基于传播的列车重新调度
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-29 DOI: 10.1155/2024/9961840
Jun Zhang, Shuyao Wu, Shejun Deng, Yuling Ye

Real-time train rescheduling for high-speed railway (HSR) is a pivotal technique in HSR transportation to efficiently recover train operation under disturbance scenarios. This paper aims to put forward an integrated resolving and rescheduling method considering network delay propagation. A tree-based conflict resolution mechanism is first established, with delicate considerations on the strategy’s adaptability under different conflict scenarios. By inputting the scheduled arrival and departure time under different conflict resolution strategies, the timetable optimizing model aims to look for an optimal solution with minimal weighted train delay and average train adjustments under necessary technical and empirical constraints solved by a combined algorithm of Pareto optimality and Nash equilibrium, where the feasible solution space is narrowed in advance by a depth-first pruning algorithm. The performance of this coordinated train rescheduling approach is validated by a typical section disturbance in a regional HSR network administrated by the Shanghai Bureau. The results show that the proposed method can well utilizes timetable buffers and organizes train avoidance. The delay propagation characteristics are also simultaneously estimated based on the indicators of cumulative delay and instantaneous delay, which are established considering the spatio-temporal difference between the scheduled and planned timetables, in order to verify the coordination between resolution strategies and train running delays.

高速铁路(HSR)列车实时调度是高速铁路运输中的一项关键技术,可在干扰情况下有效恢复列车运行。本文旨在提出一种考虑网络延迟传播的综合解决和重新调度方法。首先建立了一种基于树的冲突解决机制,并细致考虑了该策略在不同冲突情况下的适应性。通过输入不同冲突解决策略下的计划到达和出发时间,时刻表优化模型旨在寻找一个在必要的技术和经验约束条件下加权列车延迟和平均列车调整最小的最优解,该最优解由帕累托最优和纳什均衡的组合算法解决,其中可行解空间由深度优先剪枝算法提前缩小。在上海局管理的区域高铁网络中,通过典型的区段干扰验证了这种协调列车调度方法的性能。结果表明,所提出的方法能很好地利用时刻表缓冲区并组织列车避让。同时,基于累计延误和瞬时延误指标对延误传播特性进行了估计,并考虑了计划时刻表和预定时刻表之间的时空差异,以验证解决策略与列车运行延误之间的协调性。
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引用次数: 0
Optimizing Transit Network Departure Frequency considering Congestion Effects 考虑拥堵影响优化公交网络发车频率
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-28 DOI: 10.1155/2024/8131887
Wei Tan, Xiaodong Peng, Jun Huang, Yuwen Wang, Jiandong Qiu, Xiaobo Liu

This paper introduces a bilevel programming model for optimizing transit network departure frequency. In the upper-level model, user satisfaction is reflected by considering congestion effects in the cost function. The lower-level assignment model simulates passenger travel behavior more realistically by incorporating congestion effects. This problem is solved by a heuristic gradient descent algorithm, where an approximation of the gradient is obtained at each iteration by using sensitivity analysis for transit equilibrium problems. The effectiveness of the proposed model and algorithm is demonstrated through two test examples, one of which involves a real-world scenario comprising over 130 transit lines. Numerical results conclusively indicate that the incorporation of congestion effects in the proposed model leads to improved transit system performance and enhanced user satisfaction.

本文介绍了一种优化公交网络发车频率的双层编程模型。在上层模型中,通过在成本函数中考虑拥堵效应来反映用户满意度。下层分配模型通过考虑拥堵效应,更真实地模拟乘客的出行行为。该问题通过启发式梯度下降算法来解决,在每次迭代中,通过对公交平衡问题的敏感性分析,获得梯度的近似值。拟议模型和算法的有效性通过两个测试示例得到了证明,其中一个示例涉及现实世界中由 130 多条公交线路组成的场景。数值结果确凿表明,将拥堵效应纳入拟议模型可改善公交系统性能,提高用户满意度。
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引用次数: 0
Route Guidance Model with Limited Overlap on Freeway Network under Traffic Incidents 交通事故下高速公路网有限重叠的路线引导模型
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-28 DOI: 10.1155/2024/4250807
Xuan Zhang, Jinjun Tang, Chengcheng Wang, Chao Wang

With the increasing density of the freeway network, frequent traffic incidents on road segments have a significant impact on the operational efficiency of the road network. Therefore, it has become urgent and important to study traffic route guidance strategy on the road network level. The previous traffic route guidance method primarily focused on the congestion on the road segments where incidents occurred, with insufficient attention given to the impact of congestion on the road network level. In this study, a route guidance model with limited overlap is proposed to improve freeway network reliability under traffic incidents. Specifically, in order to explore alternative paths, we conducted a study on the problem of finding k-short paths with limited overlap. The objective is to identify a set of k-paths that are both sufficiently dissimilar and as short as possible. Then, we promptly update the route guidance information using a stochastic dynamic traffic assignment model that aligns with travelers’ path choice psychology. Moreover, we use the reliability of the road network to evaluate the network performance. To illustrate the model, the Jinan freeway network is selected as an experimental study. The effectiveness of this method was validated through SUMO simulations, comparing it with alternative route guidance methods, including Yen’s algorithm, A algorithm, and ant colony algorithm. These results show that the proposed method has proven effective in mitigating traffic congestion arising from incidents and performs well in regard to the reliability of the road network under the impact of incidents.

随着高速公路网密度的不断增加,路段上频繁发生的交通事故对路网的运行效率产生了重大影响。因此,研究路网层面的交通路线引导策略变得迫切而重要。以往的交通路线引导方法主要关注事故发生路段的拥堵情况,对拥堵对路网层面的影响关注不够。本研究提出了一种有限重叠的路线引导模型,以提高交通事故下高速公路网络的可靠性。具体来说,为了探索替代路径,我们对寻找具有有限重叠的 k 短路径问题进行了研究。我们的目标是找出一组既足够相似又尽可能短的路径。然后,我们利用随机动态交通分配模型及时更新路线引导信息,使之与旅行者的路径选择心理相一致。此外,我们还利用路网的可靠性来评估路网性能。为说明该模型,我们选择济南高速公路网作为实验研究对象。通过 SUMO 仿真验证了该方法的有效性,并将其与其他路径引导方法(包括颜氏算法、算法和蚁群算法)进行了比较。这些结果表明,所提出的方法已被证明能有效缓解事故造成的交通拥堵,并在事故影响下的路网可靠性方面表现良好。
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引用次数: 0
Assessing the Effects of Interchange Warning Systems on Driving Risk: A Driving Simulator Study 评估互通式立交桥预警系统对驾驶风险的影响:模拟驾驶研究
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-27 DOI: 10.1155/2024/3582046
Jingyang Li, Fengxiang Guo, Wei Li, Tianxiang Xiao, Chengyu Hu

To investigate the effects of proactive safety control systems suitable for highway interchanges and improve road traffic safety. Simulated driving experiments were conducted to test the effects of the interchange warning system (IWS) on the ramp, merging section, diverging section, and accident section. Random forest (RF) and SHapley Additive exPlanations (SHAP) are used to analyze the effects between driving behavior and driving risk change in both situations without and with IWS. The results show that (1) as driving risk increases, drivers tend to increase the frequency of braking and engage in more comprehensive saccade behaviors. Concurrently, there is an increase in acceleration and speed variation, leading to a gradual decrease in speed. (2) Compared with the SVR and XGBoost, RF can better fit the nonlinear relationship between driving risk and driver behavior characteristics with the application of IWS. (3) The IWS mainly reduces driving risk by affecting operation behavior. When the mean speed, speed standard deviation (SD), acceleration SD, and maximum braking depth are at 40 to 70 km/h, 3 to 10 km/h, 0 to 0.6 m/s2, and 14 to 16, respectively, there is a significant reduction in driving risk. The application of the IWS expands the effective range of mean speed and speed SD for reducing driving risk to 40 to 100 km/h and 3 to 15 km/h, respectively.

研究适用于高速公路互通立交的主动安全控制系统的效果,提高道路交通安全。通过模拟驾驶实验,测试互通式立交预警系统(IWS)对匝道、合流段、分流段和事故段的影响。使用随机森林(RF)和SHAPLEY Additive exPlanations(SHAP)分析了在无互通式预警系统和有互通式预警系统两种情况下驾驶行为和驾驶风险变化之间的影响。结果表明:(1) 随着驾驶风险的增加,驾驶员倾向于增加制动频率并采取更全面的囊状动作。同时,加速和速度变化增加,导致速度逐渐下降。(2)与 SVR 和 XGBoost 相比,应用 IWS 后,RF 能更好地拟合驾驶风险与驾驶员行为特征之间的非线性关系。(3)IWS 主要通过影响操作行为来降低驾驶风险。当平均速度、速度标准差(SD)、加速度标准差和最大制动深度分别为 40 至 70 km/h、3 至 10 km/h、0 至 0.6 m/s2 和 14 至 16 时,驾驶风险显著降低。采用综合安全系统后,可降低驾驶风险的平均速度和速度标定值的有效范围分别扩大到 40 至 100 公里/小时和 3 至 15 公里/小时。
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引用次数: 0
A Developed Tunnel Ventilation System Modeling for an Intelligent Transportation System 为智能交通系统开发的隧道通风系统模型
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-24 DOI: 10.1155/2024/6417493
Jamal Beiza

This paper presents a Laplace transform model for an urban tunnel ventilation system. This model allows one to witness higher performance for supervisory control and data acquisition (SCADA) in terms of monitoring and control of an urban area tunnel based on measurement systems. This proposed model illustrates the ventilation control system framework as well as the emergency response system for urban area tunnels such that smoother controllability and higher security in the operation of tunnels can be envisioned. The salient contributions of this work can be stated as a novel method for modeling tunnel ventilation systems and the implementation of an emergency response plan for a futuristic intelligent transportation system. The simulation results exhibit that the proposed model outperforms the ventilation system in the high-density traffic jams and further the efficient operation of the tunnel. Likewise, comparison results and experimental results are addressed to emphasize the validation of this method and to be helpful in proving the reliability of the results obtained in this study. These results show that the ventilation control system reaches the desired CO value either in high-traffic volume conditions or in normal traffic conditions.

本文介绍了城市隧道通风系统的拉普拉斯变换模型。通过该模型,人们可以看到基于测量系统的城市隧道监测和控制方面的监督控制和数据采集(SCADA)的更高性能。该模型展示了城市隧道通风控制系统框架和应急响应系统,从而使隧道运行的可控性和安全性更加顺畅。这项工作的突出贡献可以说是为隧道通风系统建模提供了一种新方法,并为未来的智能交通系统实施了应急响应计划。仿真结果表明,所提出的模型在高密度交通拥堵情况下优于通风系统,进一步提高了隧道的运行效率。同样,对比结果和实验结果也强调了该方法的有效性,并有助于证明本研究结果的可靠性。这些结果表明,无论是在高车流量条件下还是在正常交通条件下,通风控制系统都能达到理想的一氧化碳值。
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引用次数: 0
An IoT-Based Automatic Vehicle Accident Detection and Visual Situation Reporting System 基于物联网的车辆事故自动检测和可视化情况报告系统
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-23 DOI: 10.1155/2024/4719669
Shehzad Aslam, Shahid Islam, Natasha Nigar, Sunday Adeola Ajagbe, Matthew O. Adigun

Road accidents are a major cause of injuries and deaths worldwide. Many accident victims lose their lives because of the late arrival of the emergency response team (ERT) at the accident site. Moreover, the ERT often lacks crucial visual information about the victims and the condition of the vehicles involved in the accident, leading to a less effective rescue operation. To address these challenges, a new Internet of Things (IoT)-based system is proposed that uses on-vehicle sensors to detect and report the accident to rescue operator without any human involvement. The sensor data are automatically transmitted to a remote server to create a visual representation of the accident vehicles (which existing systems lack), facilitating the situation-based rescue operation. The system tackles any false reporting issue and also sends alerts to the victim’s family. A mobile application has also been developed for eyewitnesses to manually report the accident. The proposed system is evaluated in a simulated environment using a remote-controlled car. The results show that the system is robust and effective, automatically generating visuals of accident vehicles to facilitate informed rescue operation. The system has the potential to aid the ERT in providing timely first aid and, thus, saving human lives.

交通事故是造成全球人员伤亡的主要原因。许多事故受害者由于应急小组(ERT)到达事故现场的时间过晚而丧生。此外,应急小组往往缺乏有关受害者和事故车辆状况的重要视觉信息,导致救援行动效率低下。为应对这些挑战,我们提出了一种基于物联网(IoT)的新系统,该系统利用车载传感器检测事故并向救援人员报告,无需任何人工参与。传感器数据会自动传输到远程服务器,以创建事故车辆的可视化表示(这是现有系统所缺乏的),从而促进基于情况的救援行动。该系统可解决任何虚假报告问题,还可向受害者家属发送警报。此外,还开发了一个移动应用程序,供目击者手动报告事故。利用遥控汽车在模拟环境中对所提议的系统进行了评估。结果表明,该系统既稳健又有效,能自动生成事故车辆的视觉图像,为知情救援行动提供便利。该系统有可能帮助紧急救援队及时提供急救,从而挽救人的生命。
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引用次数: 0
The Association between Rainfall and Taxi Travel Activities: A Case Study from Wuhan, China 降雨与出租车出行活动之间的关联:中国武汉案例研究
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-23 DOI: 10.1155/2024/1404168
Rong Chen, Lingjia Liu, Yongping Gao

Rainfall has a significant impact on urban population mobility, posing great challenges to traffic management and urban planning. An understanding of this influence from multiple perspectives is urgently needed. In this study, we devised a multiscale comparative research framework to explore the spatiotemporal effects of rainfall on taxi travel patterns, aiming to provide a new perspective on the investigation of rainfall’s impact on urban human mobility. More specifically, at the macroscopic scale, we computed taxi travel indicators across the entire study area and used kernel density estimates to observe the spatiotemporal distribution patterns influenced by rainfall. Subsequently, complex traffic networks were constructed by considering urban road intersections as nodes and combined with visualization methods to understand changes in taxi travel patterns visually at the microscopic level. We selected Wuhan City, a typical urban area in southern China with frequent rainfall, as the study area and used meteorological data along with a large volume of taxi spatiotemporal trajectory data for investigation. Results indicated a 4.16% decrease in weekly travel volume due to rainfall, with a 3.96% decrease on workdays and a 4.64% decrease on weekends. However, nighttime rainfall between 19:00 and 22:00 on weekdays increased the demand for taxi travel. Furthermore, the impact of rainfall on weekends exceeded that on workdays, restricting people’s mobility and leisure activities, resulting in reduced travel to recreational tourist spots and commercial pedestrian streets. Rainfall altered residents’ travel preferences to some extent, with more residents choosing taxis during rainy weather, which led to decreased transportation efficiency and increased traffic congestion. These findings contribute to a deeper understanding of the complex relationship between population mobility patterns and the urban ecological environment, providing valuable insights for planning resident travel and taxi dispatching under adverse weather conditions.

降雨对城市人口流动有重大影响,给交通管理和城市规划带来巨大挑战。迫切需要从多个角度了解这种影响。在本研究中,我们设计了一个多尺度比较研究框架来探讨降雨对出租车出行模式的时空影响,旨在为研究降雨对城市人口流动的影响提供一个新的视角。具体而言,在宏观尺度上,我们计算了整个研究区域的出租车出行指标,并使用核密度估计来观察受降雨影响的时空分布模式。随后,我们将城市道路交叉口视为节点,构建了复杂的交通网络,并结合可视化方法,从微观层面直观地了解出租车出行模式的变化。我们选择中国南方降雨频繁的典型城市地区武汉市作为研究区域,利用气象数据和大量出租车时空轨迹数据进行研究。结果表明,降雨导致每周出行量减少 4.16%,其中工作日减少 3.96%,周末减少 4.64%。然而,工作日 19:00 至 22:00 之间的夜间降雨增加了出租车出行需求。此外,周末降雨的影响超过工作日,限制了人们的出行和休闲活动,导致前往休闲旅游景点和商业步行街的出行减少。降雨在一定程度上改变了居民的出行偏好,更多居民在降雨天气选择出租车出行,导致交通效率下降,交通拥堵加剧。这些发现有助于加深对人口流动模式与城市生态环境之间复杂关系的理解,为恶劣天气条件下的居民出行规划和出租车调度提供了有价值的启示。
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引用次数: 0
Intelligent Infrastructure for Traffic Monitoring Based on Deep Learning and Edge Computing 基于深度学习和边缘计算的交通监控智能基础设施
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-05-23 DOI: 10.1155/2024/3679014
Jaime Villa, Franz García, Rubén Jover, Ventura Martínez, José M. Armingol

In the field of traffic management and control systems, we are witnessing a symbiotic evolution, where intelligent infrastructure is progressively collaborating with smart vehicles to produce benefits for traffic monitoring and security, by rapidly identifying hazardous behaviours. This exponential growth is due to the rapid development of deep learning in recent years, as well as the improvements in computer vision models. These technologies allow for monitoring tasks without the need to install numerous sensors or stop the traffic, using the extensive camera network of surveillance cameras already present in worldwide roads. This study proposes a computer vision-based solution that allows for real-time processing of video streams through edge computing devices, eliminating the need for Internet connectivity or dedicated sensors. The proposed system employs deep learning algorithms and vision techniques that perform vehicle detection, classification, tracking, speed estimation, and vehicle geolocation.

在交通管理和控制系统领域,我们正在见证一种共生演进,智能基础设施正逐步与智能车辆合作,通过快速识别危险行为,为交通监控和安全带来益处。这种指数级增长得益于近年来深度学习的快速发展以及计算机视觉模型的改进。利用这些技术,无需安装大量传感器或停止交通,就能利用全球道路上已有的广泛的监控摄像头网络执行监控任务。本研究提出了一种基于计算机视觉的解决方案,可通过边缘计算设备实时处理视频流,无需互联网连接或专用传感器。拟议的系统采用了深度学习算法和视觉技术,可进行车辆检测、分类、跟踪、速度估算和车辆地理定位。
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引用次数: 0
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Journal of Advanced Transportation
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