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Flow Shift from Urban Roads to Beltway Expressway under a Tradable Credit Scheme to Alleviate Urban Traffic Congestion 可交易信贷计划下城市道路向环城高速公路的流量转移,以缓解城市交通拥堵问题
IF 2 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-21 DOI: 10.1155/2024/4045339
Jimeng Tang, Yongxiang Zhu, Yue Yu, Lu Cai

In recent years, severe traffic congestion in urban areas has become a growing concern for many cities in China. While beltway expressways have been built to alleviate urban congestion by diverting traffic away from city centers, existing preferential access schemes have led to overuse of certain beltway links and a decline in service levels. This research is motivated by the need to develop an improved scheme that balances urban traffic relief and beltway service level maintenance. To benefit both the government and the beltway expressway company, we propose a tradable credit scheme (TCS) to shift some of the traffic burden from urban roads to the beltway expressway while maintaining its current service level. In order to determine an appropriate TCS, a biobjective bilevel programming model is introduced. The upper-level model seeks to maximize the revenue of the beltway expressway company while minimizing the system travel time as specified by the traffic management department. The lower-level model describes user travel behavior under given TCS and capacity constraints of beltway expressway links, represented as the generalized capacitated traffic assignment problem. Additionally, an NSGA-II framework is designed to discover Pareto-optimal TCSs. Within this framework, a gradient projection method is utilized within the augmented Lagrangian multiplier algorithm to solve the lower-level problem and evaluate the fitness of the TCS. Numerical experiments demonstrate that implementing well-designed tradable credit schemes can effectively alleviate urban traffic congestion, reducing system travel time by up to 1.6%, while simultaneously increasing the beltway company’s revenue by up to 300% compared to the base case without requiring government subsidies. The sensitivity analysis results indicate the insufficiency of the existing preferential access or toll-free schemes on the beltway, highlighting the greater effectiveness of the integrated strategy proposed in this study.

近年来,城区交通严重拥堵已成为中国许多城市日益关注的问题。虽然建设环城快速路的目的是通过分流城市中心的交通来缓解城市拥堵,但现有的优惠通行方案已导致某些环城快速路连接线的过度使用和服务水平的下降。这项研究的动机是需要制定一种改进的方案,在缓解城市交通压力和维持环城高速公路服务水平之间取得平衡。为了使政府和环城高速公路公司都能受益,我们提出了一种可交易信用计划(TCS),在保持环城高速公路现有服务水平的同时,将部分交通负担从城市道路转移到环城高速公路上。为了确定合适的 TCS,我们引入了一个双目标双层编程模型。上层模型旨在使环城高速公路公司的收入最大化,同时使交通管理部门规定的系统旅行时间最小化。下层模型描述了用户在给定的 TCS 和带状快速路连接的容量限制条件下的出行行为,表现为广义容量交通分配问题。此外,还设计了一个 NSGA-II 框架来发现帕累托最优交通控制方案。在此框架内,在增强拉格朗日乘法器算法中使用梯度投影法来解决低层次问题并评估交通控制方案的合适度。数值实验证明,实施精心设计的可交易信贷方案可以有效缓解城市交通拥堵,使系统旅行时间最多可减少 1.6%,同时与无需政府补贴的基本情况相比,带状公路公司的收入最多可增加 300%。敏感性分析结果表明,带状公路上现有的优惠通行或免收通行费方案存在不足,凸显了本研究提出的综合战略的更大有效性。
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引用次数: 0
Data-Driven Approach to Evaluate the Level of Service (LOS) of Demand-Responsive Transport for the Disabled (DRTD) with an ANFIS Algorithm 利用 ANFIS 算法评估残疾人需求响应型交通(DRTD)服务水平(LOS)的数据驱动方法
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-19 DOI: 10.1155/2024/7312690
Seohyeon Park, Sooyeon Park, Hosik Choi, Do-Gyeong Kim

Even though the Demand-Responsive Transport (DRT) service plays an important role to provide more convenience to the disabled people, they still have a challenge to be solved in terms of waiting time. Especially, the biggest problem is that waiting times for using the DRT service are variant across space and time because users cannot predict when they can get the service and/or how long they have to wait for service. This study developed a model for predicting the waiting time of Demand-Responsive Transport for Disabled (DRTD) with irregular spatiotemporal characteristics in real time. The primary purpose of the model developed was to monitor the level of service (LOS) to improve the satisfaction of users who use mobility services for the disabled and efficiently manage service providers. The model was estimated using an Adaptive Neuro-Fuzzy Inference System (ANFIS), which is known to have an excellent predictive performance by combining the advantages of both artificial neural networks and fuzzy inference systems. Four variables, including the number of calls (or requests), the number of vacant vehicles, Medical Infrastructure Concentration Index (MICI), and Disabled Population Concentration Index (DPCI), were used as input variables for the ANFIS-based model. Despite using cross-sectional data, the accuracy of the predicted model was found to be excellent (90%) and showed good and even prediction performance without bias by LOS categories The proposed method is expected to become a monitoring tool to manage mobility services and improve user convenience by notifying users how long they have to wait to use mobility services in real time.

尽管 "按需提供交通服务"(DRT)在为残疾人提供更多便利方面发挥了重要作用,但在等候时间方面仍有难题需要解决。尤其是,最大的问题在于使用需求响应式交通服务的等候时间在空间和时间上存在差异,因为用户无法预测何时可以获得服务和/或需要等待多长时间。本研究开发了一个模型,用于预测具有不规则时空特征的残疾人需求响应式交通(DRTD)的实时等待时间。开发该模型的主要目的是监测服务水平(LOS),以提高使用残疾人交通服务的用户的满意度,并有效管理服务提供商。该模型使用自适应神经模糊推理系统(ANFIS)进行估算,众所周知,该系统结合了人工神经网络和模糊推理系统的优点,具有出色的预测性能。呼叫(或请求)数量、空置车辆数量、医疗基础设施集中指数(MICI)和残疾人口集中指数(DPCI)等四个变量被用作基于 ANFIS 的模型的输入变量。尽管使用的是横截面数据,但发现预测模型的准确率非常高(90%),并且显示出良好、均匀的预测性能,没有因等候时间类别而产生偏差。
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引用次数: 0
Analysis of Influencing Factors of Drivers’ Fault Emergency Response Behavior in CMV-NCMV Crashes CMV-NCMV 碰撞事故中驾驶员故障应急响应行为的影响因素分析
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-19 DOI: 10.1155/2024/3606205
Panyi Wei, Jianling Huang, Yanyan Chen, Jianming Ma, Yunchao Zhang, Shaohua Wang, Ning Chen

Drivers’ fault emergency response behavior can easily lead to crashes, resulting in significant economic and property losses. Exploring the causes of improper emergency response behavior is crucial for regulating driver behavior and preventing crash. Therefore, based on crashes data between commercial motor vehicles (CMVs) and noncommercial motor vehicles (NCMVs) that occurred in China from 2014 to 2018, this study established a binary logistic regression model. It systematically analyzed the key factors influencing drivers’ fault emergency response behaviors in terms of individuals, vehicles, road conditions, environment, and corporate management. Additionally, it compared the differences in the influencing factors of fault emergency response behaviors between drivers of CMV and NCMV. The results indicate that the model fits well. The presence of faulty emergency response behavior in drivers is significantly correlated with five factors: age, gender, fatigue driving, speeding, and weather conditions. Moreover, these factors have different impacts on CMV drivers and NCMV drivers. Fatigue driving and speeding have a more significant impact on CMV drivers, while other factors are more pronounced for NCMV drivers. This study can provide valuable insights for the development of measures aimed at reducing the severity of CMV-NCMV crashes.

驾驶员的错误应急行为很容易导致车祸,造成重大经济和财产损失。探究不当应急行为的原因对于规范驾驶员行为、预防碰撞事故至关重要。因此,本研究基于2014-2018年中国发生的商用机动车(CMV)与非商业机动车(NCMV)之间的碰撞事故数据,建立了二元逻辑回归模型。从个人、车辆、路况、环境、企业管理等方面系统分析了影响驾驶员故障应急行为的关键因素。此外,还比较了 CMV 和 NCMV 驾驶员故障应急行为影响因素的差异。结果表明,模型拟合良好。驾驶员故障应急行为的存在与年龄、性别、疲劳驾驶、超速和天气条件这五个因素显著相关。而且,这些因素对 CMV 驾驶员和 NCMV 驾驶员的影响各不相同。疲劳驾驶和超速对 CMV 驾驶员的影响更为明显,而其他因素对 NCMV 驾驶员的影响则更为明显。这项研究可为制定旨在降低 CMV-NCMV 碰撞严重程度的措施提供宝贵的见解。
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引用次数: 0
The Relationship between Built Environment Characteristics and Metro Stations Pedestrian Catchment Areas 建筑环境特征与地铁站行人集水区之间的关系
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-17 DOI: 10.1155/2024/2196799
Dong Chen, Yang Kun, Guo Chun

The study of pedestrian catchment areas for metro stations serves as the foundation for addressing issues such as-passenger flow forecasting, land use planning around stations, and transportation link facility planning. This study aims to investigate how various factors related to pedestrians, the environment, and the characteristics of metro stations affect the areas where pedestrians are attracted to. The goal is to gain insights into design strategies and policy interventions that can enhance the appeal of metro stations. The present study considers the metro stations in the Chengdu area as the primary research objects. A framework for examining the connection between the built environment and the pedestrian catchment area of a subway station through the use of a hybrid gradient decision tree approach has been used. The study examines the pedestrian catchment areas of these stations and confirms the presence of a nonlinear relationship between pedestrian catchment areas and variables at these stations. There exists a negative correlation, within specific thresholds, between the number of companies, bus stops, and road network density with the catchment area of passengers. Concurrently, there is a positive correlation between the distances to the city center and the catchment area. Furthermore, this framework, which accounts for spatial heterogeneity, showed significant goodness-of-fit and predictive capability, aspects that were overlooked in earlier research. As a result, these research findings can serve as a key foundation for advancing the theoretical framework and statistical proof to facilitate land planning and development near metro stations, predicting passenger flow, and designing essential connecting amenities in the vicinity of such facilities.

对地铁站行人集聚区的研究是解决乘客流量预测、地铁站周边土地利用规划和交通连接设施规划等问题的基础。本研究旨在探讨与行人、环境和地铁站特点有关的各种因素如何影响行人聚集区。目的是深入了解可增强地铁站吸引力的设计策略和政策干预措施。本研究以成都地区的地铁站为主要研究对象。通过使用混合梯度决策树方法,研究了地铁站建筑环境与行人集聚区之间的联系框架。研究对这些地铁站的行人集散区进行了考察,证实了行人集散区与这些地铁站的变量之间存在非线性关系。在特定阈值范围内,公司数量、公交站点和路网密度与乘客集聚区之间存在负相关关系。同时,到市中心的距离与乘客集散地之间存在正相关。此外,该框架考虑了空间异质性,显示出显著的拟合度和预测能力,而这正是早期研究忽略的方面。因此,这些研究成果可以作为推进理论框架和统计证明的重要基础,以促进地铁站附近的土地规划和开发、客流预测以及此类设施附近必要的连接设施的设计。
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引用次数: 0
Resilient Event Triggered Interval Type-2 Fuzzy Sliding Mode Control for Connected and Autonomous Vehicles Subjected to Multiple Cyber Attacks 受多重网络攻击的互联和自动驾驶车辆的弹性事件触发间隔型-2 模糊滑模控制
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-14 DOI: 10.1155/2024/2790548
Amir Mohammed, Craig Ramlal, Lincoln Marine, Fasil Muddeen

Connected and autonomous vehicles (CAVs) are considered a hot area of research in the field of intelligent transportation systems. However, over the past few years, cybersecurity threats have posed significant challenges to such systems, given the ever-evolving automotive industry. Thus, there is a growing need to design resilient control strategies to address the issue of cyberattacks. This article proposes the design of a distributed multiagent expert control scheme for cyberattack-resilient control of CAVs. The study implemented an event-triggered consensus-based attack detection scheme capable of distinguishing between replay (RA), denial-of-service (DoS), and false data injection (FDI) attacks. The attacks in this study occur randomly, are bounded and time-varying, and can overlap with each other. It was demonstrated that by considering an estimator error bound ε for the attacked signal reconstruction, the SMC controller in feedback with a vehicle remains stable in the sense of Lyapunov. Conditions were then provided that guarantee global asymptotic stability for a minimum dwell-time constraint , and the platoon was shown to be string stable for the minimum distance between vehicles, denoted as . Finally, the performance of the control strategy was evaluated using multiple performance indices, considering platoons of varying sizes.

互联和自动驾驶汽车(CAV)被认为是智能交通系统领域的一个热门研究领域。然而,在过去几年中,由于汽车行业的不断发展,网络安全威胁对此类系统构成了巨大挑战。因此,人们越来越需要设计有弹性的控制策略来解决网络攻击问题。本文提出了一种分布式多代理专家控制方案,用于对 CAV 进行抗网络攻击控制。该研究实施了一种基于事件触发共识的攻击检测方案,能够区分重放(RA)、拒绝服务(DoS)和虚假数据注入(FDI)攻击。本研究中的攻击是随机发生的,有边界且随时间变化,并可能相互重叠。研究证明,通过考虑受攻击信号重建的估计误差边界ε,与车辆反馈的 SMC 控制器在 Lyapunov 意义上保持稳定。然后提出了保证最小停留时间约束条件下的全局渐近稳定性的条件,并证明了在车辆间的最小距离(表示为...)下,排线是串联稳定的。最后,使用多种性能指标评估了控制策略的性能,并考虑了不同规模的排。
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引用次数: 0
Assessing the Impacts of Rainstorm and Flood Disaster for Improving the Resilience of Transportation System 评估暴雨和洪水灾害的影响,提高交通系统的抗灾能力
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-14 DOI: 10.1155/2024/6687438
Zhenzhen Yang

Rainstorm and the induced flood disaster often cause serious damage to transportation system, resulting in the loss of life and property. To improve the resilience of transportation system, this study proposes a framework for assessing the impacts of rainstorm and flood disaster on road network based on GPS data. The change ratio of traffic flow and congestion index are used to evaluate the disrupted and detour road sections caused by rainstorm. A method based on the change of traffic flow compared to the normal circumstances is proposed to identify the flood-damaged road sections. A case study in Beijing verifies the feasibility and practicality of the proposed framework, which can effectively assess the impacts of rainstorm from multiple spatial and temporal dimensions, identify the flood-damaged road sections, and supplement existing research. Research findings can provide scientific basis for the emergency management departments to accurately identify the roads affected by rainstorm and improve the resilience of transportation system.

暴雨及其引发的洪水灾害往往会对交通系统造成严重破坏,导致生命和财产损失。为提高交通系统的抗灾能力,本研究提出了基于 GPS 数据的暴雨和洪水灾害对路网影响的评估框架。利用交通流量变化率和拥堵指数来评估暴雨造成的中断和绕行路段。提出了一种基于与正常情况相比交通流量变化的方法来识别洪水灾害路段。北京的一个案例研究验证了所提框架的可行性和实用性,该框架能从多个时空维度有效评估暴雨的影响,识别受洪水破坏的路段,并对现有研究进行补充。研究成果可为应急管理部门准确识别受暴雨影响的道路、提高交通系统的抗灾能力提供科学依据。
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引用次数: 0
Towards More Sustainable Cities: Tools and Policies for Urban Goods Movements 迈向更可持续的城市:城市货物运输的工具和政策
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-10 DOI: 10.1155/2024/1952969
Antonio Comi, Gianfranco Fancello, Francesco Piras, Patrizia Serra

Although urban freight transportation is crucial to address societal demands, it also has a major negative impact on the environment, the economy, and society. Then, the growing interest in promoting more sustainable and liveable cities is pushing to point out more in depth the role of urban goods movements within the planning process, as well as city administrators to implement new sustainable city logistics actions/policies/measures. Therefore, after a brief overview, the study presents more advanced techniques (models and methodologies) to help in the assessment of planning scenario. This paper concentrates on the importance of urban freight transport and logistics. Then, technical and logistics actions are outlined, and future last-mile delivery challenges are discussed. The main objective is to support urban planners, on a strategic and tactical scale, in obtaining an overview of urban freight transport systems that point out the challenges for implementing sustainable city logistics scenarios. It is also of interest to technicians because they can identify the most suitable methodologies, as well as the features that they need for selecting and assessing ex ante the effects of city logistics measures. This work is useful for researchers in various sectors because it allows them to formalise and then to solve the problems for simulating the complex system of urban goods movements where there are different actors with own interests that are conflicting.

尽管城市货物运输对满足社会需求至关重要,但它也对环境、经济和社会产生了重大的负面影响。因此,人们对促进城市可持续发展和宜居性的兴趣与日俱增,这促使人们更深入地指出城市货物运输在规划过程中的作用,以及城市管理者实施新的可持续城市物流行动/政策/措施的作用。因此,在简要概述之后,本研究提出了更先进的技术(模型和方法),以帮助评估规划方案。本文重点阐述了城市货运和物流的重要性。然后,概述了技术和物流行动,并讨论了未来最后一英里配送所面临的挑战。本文的主要目的是在战略和战术层面为城市规划者提供支持,帮助他们了解城市货运系统的概况,指出实施可持续城市物流方案所面临的挑战。技术人员也对这项工作感兴趣,因为他们可以确定最合适的方法,以及选择和事先评估城市物流措施效果所需的特征。这项工作对各行各业的研究人员都很有用,因为它使他们能够正式确定并解决模拟 复杂的城市货物运输系统的问题,在这种系统中,不同的参与者有着相互冲突的利益。
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引用次数: 0
Developing a Ship Collision Risk Assessment Model with Internal and External Factors: Focused on South Korea Maritime Environment 开发包含内部和外部因素的船舶碰撞风险评估模型:以韩国海洋环境为重点
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-10 DOI: 10.1155/2024/5062203
Sangwon Park, Jiho Yeo, Kyonghan Lee

Maritime collisions pose significant risks, prompting the need for robust risk assessment models to enhance safety measures. This study endeavors to develop a comprehensive ship collision risk model reflecting the intricate marine traffic environment in South Korea. Through a survey of experienced maritime personnel and a random forest model analysis, an evaluation model integrating internal and external factors was devised. Internal factors were determined through conjoint analysis, emphasizing encounter relationships, separation distance, and vessel speed. External risk factors were established using a random forest model based on historical collision data. The model’s efficacy was then applied to and validated in the vicinity of Busan Port, a region with complex marine traffic. The resulting risk map highlighted high-risk areas, offering valuable insights for risk management and policy formulation. This model provides a foundational framework for maritime safety policy decisions, representing a significant contribution to collision risk assessment methodologies.

海上碰撞会带来巨大风险,因此需要强有力的风险评估模型来加强安全措施。本研究致力于开发一个全面的船舶碰撞风险模型,以反映韩国错综复杂的海上交通环境。通过对经验丰富的海事人员进行调查和随机森林模型分析,设计了一个综合内部和外部因素的评估模型。内部因素是通过联合分析确定的,重点是相遇关系、间隔距离和船舶速度。外部风险因素则通过基于历史碰撞数据的随机森林模型确定。然后,在海上交通复杂的釜山港附近应用并验证了该模型的有效性。由此绘制的风险地图突出了高风险区域,为风险管理和政策制定提供了宝贵的见解。该模型为海事安全政策决策提供了一个基础框架,是对碰撞风险评估方法的重大贡献。
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引用次数: 0
An Efficient Elliptic Curve Cryptography-Based Secure Communication with Privacy Preserving for Autonomous Vehicle 基于椭圆曲线密码学的高效安全通信与自主车辆的隐私保护
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-06 DOI: 10.1155/2024/5808088
Jiongen Xiao, Yi Liu, Yi Zou, Dacheng Li, Tao Leng

Internet of Vehicles can improve driving and riding experience, provide information needs, reduce environmental pollution, and improve transportation efficiency, thereby promoting the rapid development and application of intelligent transportation. Especially through the advantages of the rapidity of information exchange and the flexibility of real-time data processing, an autonomous vehicle can provide barrier-free, safe, and sustainable transportation. At present, the rapid progress of the Internet of Things has promoted the continuous development of a fully autonomous vehicle. However, the autonomous vehicle network uses wireless communication technology, and the openness of its communication channel makes the communication process vulnerable to various security attacks. Therefore, this paper proposes a practical and efficient secure communication in the autonomous vehicle. This scheme utilizes elliptic curve cryptography, which can protect the security of multiparty communication between vehicle, cloud server, and user with lower computation and communication overhead. This paper provides security verification for the scheme by using Scyther. An informal security analysis shows that this scheme can resist multiple attacks. Through a comparative analysis and performance evaluation of the schemes, we found that the scheme improves security while maintaining efficiency.

车联网可以改善驾驶和乘坐体验,提供信息需求,减少环境污染,提高运输效率,从而推动智能交通的快速发展和应用。特别是通过信息交换的快速性和实时数据处理的灵活性等优势,自动驾驶汽车可以提供无障碍、安全和可持续的交通。目前,物联网的快速发展推动了全自动驾驶汽车的不断发展。然而,自动驾驶汽车网络采用的是无线通信技术,其通信信道的开放性使得通信过程容易受到各种安全攻击。因此,本文提出了一种实用高效的自动驾驶汽车安全通信方案。该方案利用椭圆曲线加密技术,能以较低的计算和通信开销保护车辆、云服务器和用户之间的多方通信安全。本文利用 Scyther 对该方案进行了安全验证。非正式安全分析表明,该方案可以抵御多种攻击。通过对方案进行比较分析和性能评估,我们发现该方案在提高安全性的同时还保持了效率。
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引用次数: 0
The Issue of Subway Commuters’ Departure Time Choices under the Influence of Bike-Sharing 共享单车影响下的地铁乘客出发时间选择问题
IF 2.3 4区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2024-06-05 DOI: 10.1155/2024/2888275
Jie Yu, Jie Wang, Qiang Wen, Tao Chen

Bike-sharing has a significant impact on commuters’ rational planning of their travel times, which can lead to an advance or delay in the peak passenger flow of the subway system during the morning peak. To explore the impact of bike-sharing on subway commuters’ choices of departure times, we developed a departure time choice model considering the effect of bike-sharing. This model considers both constant and linear marginal-activity utility and compares it with traditional departure time choice models. Research indicates that within the timeframe that ensures on-time arrival at work, models not accounting for bike-sharing services underestimate both the departure rate and the total number of commuters compared to actual figures. Specifically, under the constant marginal-activity utility, about 6.76% of commuters actually choose to depart earlier, while under the linear marginal-activity utility, this figure is 6.91%. Conversely, during the departure timeframes that lead to late arrival at work, the traditional model overestimates both the departure rate and total number of commuters. Finally, through case analysis, we further revealed the dynamic relationship between commuter departure rates, commuting fatigue, and number of bike-sharing and calculated the actual commuting costs for different proportions of bike-sharing. The results indicate that when the number of bike-sharing reaches 30% of the commuting demand, it can maximally reduce the commuting costs for commuters by approximately 23.32%. These findings offer a crucial basis for optimizing management strategies for morning peak subway commuting.

共享单车对上班族合理规划出行时间有很大影响,可能导致地铁系统早高峰客流的提前或延后。为了探讨共享单车对地铁乘客选择出发时间的影响,我们建立了一个考虑共享单车影响的出发时间选择模型。该模型考虑了恒定和线性边际活动效用,并与传统的出发时间选择模型进行了比较。研究表明,在确保准时到达工作地点的时间范围内,未考虑共享单车服务的模型与实际数字相比,低估了出发率和通勤总人数。具体来说,在边际活动效用不变的情况下,约有 6.76% 的通勤者选择提前出发,而在线性边际活动效用的情况下,这一数字为 6.91%。相反,在导致上班迟到的出发时间段,传统模型高估了出发率和通勤者总人数。最后,通过案例分析,我们进一步揭示了通勤者出发率、通勤疲劳和共享单车数量之间的动态关系,并计算了不同比例共享单车的实际通勤成本。结果表明,当共享单车数量达到通勤需求的 30% 时,可最大限度地降低通勤者的通勤成本约 23.32%。这些发现为优化早高峰地铁通勤的管理策略提供了重要依据。
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Journal of Advanced Transportation
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