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Ferry System Governance: A Review of the Michigan Ferry System and Comparative Analysis of Governance Strategies Nationwide 渡轮系统治理:密歇根渡轮系统回顾及全国治理战略比较分析
Pub Date : 2024-08-03 DOI: 10.1177/03611981241265691
Farish Jazlan, Amirali Soltanpour, Ali Zockaie, Mehrnaz Ghamami
Ferries play a crucial role in connecting island communities to mainland services. Thereby, ensuring equitable funding to these services is imperative. The Ferry Boat Program (FBP) is the primary federal funding source that allocates funding to ferry operators. Because of constrained financial resources, prudent fiscal governance is necessary to ensure the resiliency of the ferry systems. The primary objectives of this study are (i) to analyze the governance and funding requirements of ferry systems in Michigan, (ii) to conduct a comparative analysis of governance strategies with other state agencies, and (iii) to understand the effects of FBP formulation change under various legislative timeframes. A case study was conducted on four Michigan Islands. The study reveals that engine hours are a crucial metric for projecting funding needs. The nationwide survey highlights that Michigan has a relatively lower state funding per ridership, compared to other states. It is also observed that ferry services for residential islands exhibit inelastic demand, unlike tourism ferries, and budget allocations solely based on ridership volume might be insufficients. Consequently, the FBP formulation adjustment has affected funding competitiveness for operators serving mainly island residents. Overall, this study reveals that ferry governance models vary in their emphasis, from social cohesion to economic prosperity to mobility welfare. The study highlights the need for adaptive and dynamic governance models to account for demographic nuances to ensure equitable services for both residential and tourism-oriented ferry services. The research findings provide valuable resources for policy design concerning ferry system funding and governance.
轮渡在连接岛屿社区与大陆服务方面发挥着至关重要的作用。因此,确保为这些服务提供公平的资金至关重要。渡轮计划 (FBP) 是向渡轮运营商分配资金的主要联邦资金来源。由于财政资源有限,谨慎的财政管理对于确保渡轮系统的恢复能力十分必要。本研究的主要目标是:(i) 分析密歇根州渡轮系统的管理和资金需求;(ii) 与其他州机构的管理策略进行比较分析;(iii) 了解在不同立法时间框架下 FBP 制定变化的影响。对密歇根州的四个岛屿进行了案例研究。研究显示,发动机小时数是预测资金需求的关键指标。全国范围的调查突出表明,与其他州相比,密歇根州对每位乘客的拨款相对较低。研究还发现,与旅游渡轮不同,居民岛屿的渡轮服务需求缺乏弹性,因此仅根据乘客量进行预算分配可能不够充分。因此,对于主要为岛屿居民提供服务的运营商而言,预算编制调整影响了资金竞争力。总体而言,本研究揭示了渡轮治理模式的不同侧重点,从社会凝聚力、经济繁荣到流动性福利。研究强调了适应性和动态治理模式的必要性,以考虑到人口结构的细微差别,确保为居民和以旅游为导向的轮渡服务提供公平的服务。研究结果为有关轮渡系统资金和治理的政策设计提供了宝贵的资源。
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引用次数: 0
Collaboration between High-Speed Rail and Urban Transportation to Improve Urban Air Quality in Green Travel 高铁与城市交通合作,在绿色出行中改善城市空气质量
Pub Date : 2024-08-03 DOI: 10.1177/03611981241265853
Luyang Zhao, Luman Zhao
Although high-speed rail (HSR) can reduce the total pollutant emission in intercity travel by replacing road travel, the scope of air pollution caused by vehicles is narrow, suggesting that HSR operation has limited impact on improving urban air quality. However, many studies have confirmed that the opening of HSR does significantly improve air quality in urban districts where HSR stations are located, and the improvements occur in real time. To study the real-time pathways through which this effect arises, this paper discovered the relationship between the opening of HSR, urban transportation, and urban air quality using mediation effect theory. The results showed that HSR has no significant direct impact on improving urban air quality, but mainly affected urban air quality indirectly and in real-time through urban transportation. This paper has identified and confirmed the real-time impact path of HSR on urban air quality, and provided some suggestions related to intercity travel and green tourism to promote the development of green consumption.
虽然高铁(HSR)通过替代公路出行可以减少城际出行的污染物排放总量,但车辆造成的空气污染范围较窄,这表明高铁运营对改善城市空气质量的影响有限。然而,许多研究证实,高铁开通后,高铁车站所在城区的空气质量确实得到了明显改善,而且这种改善是实时发生的。为了研究这种效应产生的实时途径,本文利用中介效应理论发现了高铁开通、城市交通和城市空气质量之间的关系。结果表明,高铁对改善城市空气质量没有显著的直接影响,而主要是通过城市交通间接、实时地影响城市空气质量。本文发现并证实了高铁对城市空气质量的实时影响路径,并提出了一些与城际出行和绿色旅游相关的建议,以促进绿色消费的发展。
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引用次数: 0
Meta-Analysis on the Indirect Impacts of Highway Investment: Evidence from Japan 公路投资间接影响的元分析:来自日本的证据
Pub Date : 2024-08-03 DOI: 10.1177/03611981241265688
Yoshikazu Kanai, Jetpan Wetwitoo, Hironori Kato
This study performed a meta-analysis on the indirect effects of national highway projects in Japan to identify the project characteristics that contribute to the indirect effects, focusing on manufacturing transactions, business establishments, and employment. The dataset was developed from publicly available ex post evaluation reports of 243 national highway projects from 2013 to 2022. Univariate and multivariate binary probit models were estimated with the empirical dataset. The results showed that the length of the highway had significantly positive associations with all types of indirect effects, suggesting that longer highways enhanced economic activities in the highway vicinities. They also indicated that improved access to seaports and increased cargo weight limits also had positive associations with manufacturing transactions, whereas improved access to central cities had a weak positive association with employment. The formation of ring roads was also associated with increased employment, suggesting that businesses such as logistics facilities and warehouses prioritized proximity to cities. Finally, policy implications are presented in this study, for example, highway planning with improved accessibility covering both logistics and commuting could enhance the indirect effects of highway investments.
本研究对日本国家高速公路项目的间接效应进行了荟萃分析,以确定促成间接效应的项目特征,重点关注制造业交易、商业机构和就业。数据集来自 2013 年至 2022 年期间公开的 243 个国道项目的事后评估报告。利用经验数据集估计了单变量和多变量二元概率模型。结果表明,高速公路的长度与所有类型的间接效应都有显著的正相关关系,这表明较长的高速公路能促进高速公路周边地区的经济活动。研究还表明,改善通往海港的交通和提高货物重量限制也与制造业交易有正相关关系,而改善通往中心城市的交通则与就业有微弱的正相关关系。环路的形成也与就业增加有关,这表明物流设施和仓库等企业优先考虑靠近城市。最后,本研究还提出了政策启示,例如,改善物流和通勤交通可达性的公路规划可增强公路投资的间接效应。
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引用次数: 0
Innovative Rheological Modifiers for Decreasing the Cracking Susceptibility of Asphalt Mixtures 用于降低沥青混合物开裂敏感性的创新流变修饰剂
Pub Date : 2024-08-02 DOI: 10.1177/03611981241264277
Josue Garita-Jimenez, Nam H. Tran, Faustina Keuliyan, Raquel Moraes, Carolina Rodezno, Fan Yin
Incorporating additives into asphalt binders or mixtures to mitigate the adverse effects of aging can improve the resistance to fatigue cracking and, thus, prolong asphalt pavement service life. This study aimed to assess five candidate anti-aging technologies through a comprehensive laboratory testing matrix that can reduce the aging susceptibility and enhance the cracking resistance of asphalt mixtures. Two base binders were modified with the additives. The resultant asphalt mixtures were tested at three aging conditions, including short-term and long-term oven aging and the National Center for Asphalt Technology (NCAT) Accelerated Weathering System. The study assessed the impact of additive technology on cracking performance through dynamic modulus and cyclic fatigue testing. The results were utilized to calculate the Sapp and Glover–Rowe mix ( G-Rm) indexes to gauge the cracking resistances and aging susceptibilities of the asphalt mixtures. A 20-year pavement structural analysis was conducted using FlexPAVE™ 1.1 software to determine the evolution of each mixture’s percent cracking damage. The results consistently indicated that additives 3, 4, and 5 increased the cracking resistance of asphalt mixtures for both base binders. FlexPAVE™ 1.1 pavement analysis also showed that all tested additives reduced the percent damage over 20 years, except for additive 4 with one of the base binders. Implementing and developing promising additives to counteract aging effects is vital for creating more sustainable and durable asphalt pavements.
在沥青胶结料或混合料中加入添加剂以减轻老化的不利影响,可以提高抗疲劳开裂能力,从而延长沥青路面的使用寿命。本研究旨在通过实验室综合测试矩阵评估五种候选抗老化技术,以降低沥青混合料的老化敏感性并提高其抗裂性。使用添加剂对两种基层粘结剂进行了改性。由此产生的沥青混合料在三种老化条件下进行了测试,包括短期和长期烘箱老化以及美国国家沥青技术中心(NCAT)加速老化系统。研究通过动态模量和循环疲劳测试评估了添加剂技术对开裂性能的影响。研究结果被用来计算萨普和 Glover-Rowe 混合料(G-Rm)指数,以衡量沥青混合料的抗裂性和老化敏感性。使用 FlexPAVE™ 1.1 软件进行了为期 20 年的路面结构分析,以确定每种混合料开裂损坏率的变化情况。结果一致表明,添加剂 3、4 和 5 提高了两种基层粘结剂的沥青混合料的抗裂性。FlexPAVE™ 1.1 路面分析还显示,除添加剂 4 与其中一种基层粘结剂外,所有测试的添加剂在 20 年内都降低了损坏率。使用和开发有前景的添加剂来抵消老化效应,对于铺设更可持续、更耐用的沥青路面至关重要。
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引用次数: 0
Evaluating the Impact of Maintenance Actions on Diverse Users in Shared Automobile, Bicycle, and Pedestrian Facilities 评估汽车、自行车和行人共用设施维护行动对不同用户的影响
Pub Date : 2024-08-02 DOI: 10.1177/03611981241263340
Qiang Chen, Elise Miller-Hooks, Sue McNeil, Shelley Stoffels, Pengsen Hu, Yuanchi Liu
The maintenance of roadways, bikeways, and sidewalks affects the users of not only the mode in which the maintenance action is taken, but also the users of other co-located modes. When such actions are taken simultaneously, either because of stovepiping in maintenance planning across modes or from larger projects that bundle these activities to improve efficiencies and reduce monetary costs, the activities can have very significant impacts on system users. Their impacts can be greater for the users of one mode over another and for some user groups over others. To capture the perspectives of diverse users and multi-modal traffic on shared facilities, a multi-modal network modeling methodology considering several additional important attributes (e.g., safety, slope, and costs at intersections) is proposed. An embedded traffic assignment model in mixed traffic of different modes is solved through a fast bush-based traffic assignment algorithm. Measurements of mobility, accessibility, safety, and proportional fairness are considered in impact evaluation. The developed method and metrics are applied to a case study replicating a portion of the business district adjacent to the University of Delaware campus. Outcomes from application of these tools show the existence of inequities across users.
道路、自行车道和人行道的维护工作不仅会影响到采取维护行动的模式的用户,还会影响到其他共用模式的用户。当同时采取这些行动时,可能是由于不同交通方式之间的维护规划不协调,也可能是由于大型项目将这些活动捆绑在一起以提高效率和降低货币成本,这些活动可能会对系统用户产生非常重大的影响。这些活动对一种模式的用户的影响可能比对另一种模式的用户的影响更大,对某些用户群体的影响可能比对其他用户群体的影响更大。为了捕捉共享设施上不同用户和多模式交通的视角,我们提出了一种多模式网络建模方法,其中考虑到了几个额外的重要属性(如交叉口的安全、坡度和成本)。通过基于灌木丛的快速交通分配算法,解决了不同模式混合交通中的嵌入式交通分配模型。在影响评估中考虑了流动性、可达性、安全性和比例公平性的衡量标准。所开发的方法和衡量标准被应用于一个案例研究,该案例研究复制了特拉华大学校园附近的部分商业区。这些工具的应用结果表明,用户之间存在不公平现象。
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引用次数: 0
On the Possibilities of Efficient Air Traffic Monitoring through Complex Network Clustering Based Airspace Sub-Sectorization: A Multi-Objective Discrete Particle Swarm Optimization Approach 通过基于复杂网络聚类的空域分区实现高效空中交通监控的可能性:一种多目标离散粒子群优化方法
Pub Date : 2024-08-02 DOI: 10.1177/03611981241263829
Aitichya Chandra, Sayan Hazra, Ashish Verma, K.P. Sooraj
This study models the airspace sub-sectorization problem as a multi-objective complex network clustering problem. A decomposition-based discrete particle swarm optimization (DPSO) algorithm is then used to solve the problem, followed by applying the minimum bounding geometry method to design convex and compact boundaries. An Indian airspace sector was considered to validate the proposed framework. The waypoints and routes within the sector were represented as a network graph, and discretized traffic loads were randomly allotted to the vertices to guide the DPSO. The maximum number of generations or iterations was set as the termination criteria. The proposed approach generates clusters that result in all sub-sectors having a medium traffic load, ensuring equity that is difficult to achieve. This framework offers enough flexibility to avoid several strict constraints, thereby reducing the problem’s complexity. Moreover, the proposed framework improves the adaptability of sub-sectors to network evolution and traffic conditions, recognizing the hierarchical characteristics of air transport networks. The present research also motivates several research opportunities and possibilities for future air traffic management systems.
本研究将空域分区问题建模为多目标复杂网络聚类问题。然后使用基于分解的离散粒子群优化(DPSO)算法来解决该问题,接着应用最小边界几何方法来设计凸而紧凑的边界。为了验证所提出的框架,我们考虑了印度的一个空域区域。扇区内的航点和航线以网络图的形式表示,离散交通负荷被随机分配到顶点,以指导 DPSO。最大代数或迭代次数被设定为终止标准。所提议的方法生成的集群使所有子部门都具有中等流量负载,从而确保了难以实现的公平性。该框架提供了足够的灵活性,避免了若干严格的约束,从而降低了问题的复杂性。此外,由于认识到航空运输网络的分层特点,所提出的框架提高了分部门对网络演变和交通状况的适应性。本研究还为未来的空中交通管理系统提供了若干研究机会和可能性。
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引用次数: 0
Real-Time Barge Detection Using Traffic Cameras and Deep Learning on Inland Waterways 利用交通摄像头和深度学习对内河驳船进行实时检测
Pub Date : 2024-08-02 DOI: 10.1177/03611981241263574
Geoffery Agorku, Sarah Hernandez, Maria Falquez, Subhadipto Poddar, Kwadwo Amankwah-Nkyi
Inland waterways are critical for freight movement, but limited means exist for monitoring their performance and usage by freight-carrying vessels (e.g., barges). Although methods to track vessels (e.g., tug and tow boats) are publicly available through Automatic Identification System (AIS), ways to track freight tonnages and commodity flows carried on barges along these critical marine highways are nonexistent, especially in real-time settings. This study developed a method to detect barge traffic on inland waterways using existing traffic cameras with opportune viewing angles. Deep learning models You Only Look Once (YOLO), Single Shot MultiBox Detector (SSD), and EfficientDet were employed to detect the presence of vessels/barges from video and classify them (no vessel or barge, vessel without barge, vessel with barge, barge). A dataset of 331 annotated images was collected from five existing traffic cameras along the Mississippi and Ohio Rivers for model development. YOLOv8 achieved an F1-score of 96%, outperforming YOLOv5, SSD, and EfficientDet at 86%, 79%, and 77%, respectively. Sensitivity analysis was carried out for weather conditions (rain, fog) and location (Mississippi and Ohio River). A background subtraction technique normalized the video images across the various locations for the location sensitivity analysis. This model could be used to detect the presence of barges along river segments, which could be used for anonymous bulk commodity tracking and monitoring. Such data are valuable for long-range transportation planning efforts carried out by public transportation agencies, and for operational and maintenance planning conducted by federal agencies such as the U.S. Army Corps of Engineers.
内河航道对货运至关重要,但目前用于监控内河航道性能和货运船只(如驳船)使用情况的手段有限。虽然可以通过自动识别系统(AIS)追踪船只(如拖船和牵引船),但却无法追踪驳船在这些重要海上高速公路上的货运吨位和商品流量,尤其是在实时环境下。本研究开发了一种方法,利用现有的交通摄像头和合适的视角来检测内河航道上的驳船交通。研究采用了深度学习模型 "你只看一次(YOLO)"、"单镜头多箱检测器(SSD)"和 "EfficientDet "来检测视频中是否存在船只/驳船,并对其进行分类(无船只或驳船、无驳船的船只、有驳船的船只、驳船)。为了开发模型,我们从密西西比河和俄亥俄河沿岸的五个现有交通摄像头中收集了 331 幅带注释的图像数据集。YOLOv8 的 F1 分数达到 96%,分别比 YOLOv5、SSD 和 EfficientDet 高出 86%、79% 和 77%。对天气条件(雨、雾)和地点(密西西比河和俄亥俄河)进行了敏感性分析。在位置灵敏度分析中,采用背景减法技术对不同地点的视频图像进行了归一化处理。该模型可用于检测河段沿线驳船的存在,从而可用于匿名大宗商品跟踪和监测。这些数据对于公共交通机构开展的长期交通规划工作,以及美国陆军工程兵团等联邦机构开展的运营和维护规划工作都很有价值。
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引用次数: 0
Understanding Drivers' Compliance Behavior: Data-Driven Assessment of Longer Yellow Intervals 了解驾驶员的守法行为:对延长黄灯间隔时间的数据驱动评估
Pub Date : 2024-08-02 DOI: 10.1177/03611981241263827
Pouya Jalali Khalilabadi, Abolfazl Karimpour, Yao-Jan Wu, Simon T. Ramos
Red-light running (RLR) behavior poses significant risks at signalized intersections and has emerged as a leading cause of intersection-related crashes. The Phoenix metropolitan area had 113 RLR-related fatalities and 9,320 injuries from 2014 to 2020. To effectively mitigate RLR violations and uphold the safety of all road users, it is crucial to investigate RLR behavior at local intersections, evaluate the impact of different signal timing parameters—such as the yellow interval—on the frequency of RLR violations, and, finally, identify effective countermeasures. This study investigated the effect of updating the yellow interval on the frequency of red-light violations. Twelve intersections within the City of Phoenix were carefully selected as study sites. Then, smart sensors were installed to collect various data types, such as signal timing parameters, the vehicle count, and RLR violation data. Based on the ITE 2020 guidelines, yellow intervals were adjusted at each intersection. The effects of increased yellow intervals on RLR violations were examined by utilizing a comprehensive experimental before-and-after design. The before-and-after study results indicated that increasing the yellow intervals significantly reduced the average frequency of RLR violations for both through and left-turn movements by 83% and 72%, respectively. The results of this research are instrumental in informing transportation agencies, enabling them to adopt evidence-based approaches to signal timing strategies that enhance intersection safety and effectively reduce RLR violations.
闯红灯(RLR)行为在信号灯控制的交叉路口构成重大风险,并已成为交叉路口相关碰撞事故的主要原因。从 2014 年到 2020 年,菲尼克斯大都会区与闯红灯相关的死亡人数为 113 人,受伤人数为 9320 人。为了有效缓解 RLR 违规行为,维护所有道路使用者的安全,必须调查当地交叉口的 RLR 行为,评估不同信号配时参数(如黄灯间隔)对 RLR 违规频率的影响,并最终确定有效的应对措施。本研究调查了更新黄灯间隔对闯红灯频率的影响。我们精心挑选了凤凰城内的 12 个交叉路口作为研究地点。然后,安装了智能传感器来收集各种类型的数据,如信号配时参数、车辆计数和闯红灯数据。根据 ITE 2020 指南,对每个交叉口的黄灯间隔进行了调整。通过前后综合实验设计,考察了增加黄灯间隔对 RLR 违规行为的影响。前后研究结果表明,增加黄灯间隔后,通过和左转动作的 RLR 违规平均频率分别大幅降低了 83% 和 72%。这项研究的结果有助于为交通机构提供信息,使其能够采用基于证据的信号配时策略,从而提高交叉口的安全性并有效减少违反 RLR 的情况。
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引用次数: 0
Acquisition of Utility Property Interests for Transportation Projects 为交通项目收购公用事业产权
Pub Date : 2024-08-02 DOI: 10.1177/03611981241263348
Cesar Quiroga, Jenny Naranjo, John Campbell
Departments of transportation in the U.S. differ in their practices for the acquisition of utility property interests during the project delivery process. Anecdotal evidence suggests that acquiring utility property interests affects the acquisition of right-of-way for the project, the process and schedule of utility relocations, and the overall project delivery process. However, systematic research to assess practices in this area is conspicuously absent both at the federal and state levels. This paper addresses the question of how and when the identification of utility property interests occurs during the project delivery process. The paper contributes to the body of knowledge by summarizing the results of three sets of activities. First, through a review of laws, regulations, manuals, and other existing documentation, as well as interviews and case studies, the paper describes the state of the practice throughout the U.S. concerning the authority to acquire replacement right-of-way or additional land for utility relocations. Second, the paper describes typical scenarios for acquiring utility property rights. Finally, the paper outlines recommendations to acquire utility property rights in ways that increase the effectiveness of the process and minimize the risk of delays and added costs.
美国交通部门在项目交付过程中获取公用事业产权的做法各不相同。轶事证据表明,获取公用事业产权会影响项目路权的获取、公用事业迁移的过程和进度,以及整个项目交付过程。然而,在联邦和各州层面,明显缺乏对该领域实践进行评估的系统性研究。本文探讨了在项目交付过程中如何以及何时识别公用事业财产权益的问题。本文总结了三组活动的结果,为知识体系做出了贡献。首先,通过对法律、法规、手册和其他现有文件的审查,以及访谈和案例研究,本文介绍了美国各地有关为公用事业搬迁获取替代路权或额外土地的权力的实践状况。其次,本文介绍了获取公用事业产权的典型情况。最后,本文概述了有关获取公用事业产权的建议,这些建议能够提高整个过程的有效性,并最大限度地降低延误和增加成本的风险。
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引用次数: 0
Work-Zone Safety Analysis: Evaluating Rear-End Crash Risk with Extreme Value Theory 工作区安全分析:用极值理论评估追尾碰撞风险
Pub Date : 2024-08-02 DOI: 10.1177/03611981241263820
Prathamesh Avinash More, Jino Thomas Therattil, Nipjyoti Bharadwaj
This research paper addresses the critical issue of work-zone safety, specifically focusing on the transition area where one or more lanes are reduced, leading to merging operations. Given the limited availability of reliable crash records, alternative methods are explored to evaluate safety in these zones. Surrogate safety measures (SSMs), such as time to collision (TTC), are employed to assess the potential risks. Videographic data is collected from two work-zone sites, located in Guwahati and Pune cities. The trajectories obtained from the data are analyzed to identify key parameters that influence the risk of rear-end crashes. To quantify merging-related crash risk, the study adopts the Gumbel distribution, which falls under the purview of extreme value theory (EVT). The EVT approach involves fitting the minimum TTC values, derived from the trajectory data, to the Gumbel distribution. This analysis allows for the estimation of crash risk associated with merging operations in work zones, providing valuable insights for implementing proactive safety measures. By focusing specifically on work-zone safety and exploring alternative evaluation methods, this research aims to overcome the challenges posed by the limited availability of crash records. The utilization of SSMs and the application of the Gumbel distribution within the framework of EVT offer comprehensive analysis of merging-related crash risk in work zones. Ultimately, the findings of this study aim to enhance safety and contribute to the implementation of effective measures to mitigate risks in work-zone areas, thereby ensuring the well-being of both workers and road users.
本研究论文探讨了工作区安全这一关键问题,特别关注减少一条或多条车道导致并线操作的过渡区域。鉴于可靠的碰撞记录有限,本文探讨了评估这些区域安全的替代方法。采用碰撞时间(TTC)等替代安全措施(SSM)来评估潜在风险。视频数据收集自古瓦哈提和浦那市的两个工作区。对从数据中获得的轨迹进行分析,以确定影响追尾碰撞风险的关键参数。为了量化与合并相关的碰撞风险,研究采用了属于极值理论(EVT)范畴的 Gumbel 分布。EVT 方法包括将从轨迹数据中得出的最小 TTC 值与 Gumbel 分布进行拟合。通过这种分析,可以估算与工作区并线操作相关的碰撞风险,为实施前瞻性安全措施提供有价值的见解。通过特别关注工作区安全并探索替代评估方法,本研究旨在克服因碰撞记录有限而带来的挑战。在 EVT 框架内利用 SSM 和应用 Gumbel 分布,可对工作区内与合并相关的碰撞风险进行全面分析。最终,本研究的结果旨在提高安全性,并有助于实施有效措施来降低工作区的风险,从而确保工人和道路使用者的福祉。
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引用次数: 0
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Transportation Research Record: Journal of the Transportation Research Board
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