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Left-turn phasing selection considering vehicle to vehicle and vehicle to pedestrian conflicts 考虑车辆与车辆和车辆与行人冲突的左转相位选择
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2021.07.006
Kakan C. Dey , Md Tawhidur Rahman , Subasish Das , Amrit Manova Williams

Left-turning vehicle movement at signalized intersections with permissive left-turn phases creates safety concerns due to the higher chance of conflict with opposing-through vehicles and pedestrians. In this research, a simulation-based study was conducted to evaluate pedestrians' impact on traffic conflicts between left-turning vehicles and opposing-through vehicles (V-V conflicts) as well as traffic conflicts between left-turning vehicles and pedestrians (V-P conflicts) in the permissive left-turn phasing scenario. Intersections with different opposing-through volumes, left-turn volumes, number of opposing-through lanes, and pedestrian volumes were modeled in VISSIM, a traffic micro-simulator. The surrogate safety assessment model (SSAM) was used to estimate the number of V-V and V-P conflicts. The effect of pedestrian presence on V-V and V-P conflicts was evaluated using simulation scenarios with and without pedestrian presence. Simulation results revealed that pedestrian presence increased both V-V and V-P conflicts. As pedestrian presence increased the total number of traffic conflicts, permissive left-turn phasing processed fewer left-turn vehicles to maintain the same level of intersection safety with pedestrian presence compared to the no-pedestrian scenario. Since current left-turn phasing decision guidelines do not consider the impacts of pedestrian presence, this research quantified pedestrian-influenced and pedestrian-involved left-turn traffic conflicts to determine appropriate left-turn signal phasing decisions to ensure safe and efficient crossing of pedestrians and vehicles at signalized intersections. This simulation-based study's findings can be beneficial in the decision making of left-turn phasing selection as the before-after intersection safety performance analysis by collecting field data often resources intensive.

由于与对面直通车和行人发生冲突的可能性更高,在允许左转阶段的信号交叉口左转车辆的移动会带来安全问题。在本研究中,进行了一项基于模拟的研究,以评估行人对允许左转阶段场景中左转车辆和对面直通车之间的交通冲突(V-V冲突)以及左转车辆和行人之间的交通碰撞(V-P冲突)的影响。在交通微模拟器VISSIM中对具有不同反向直行交通量、左转交通量、反向直行车道数和行人交通量的交叉口进行了建模。使用替代安全评估模型(SSAM)来估计V-V和V-P冲突的数量。行人在场对V-V和V-P冲突的影响使用有行人在场和无行人在场的模拟场景进行了评估。仿真结果表明,行人的存在增加了V-V和V-P冲突。由于行人的存在增加了交通冲突的总数,与无行人的情况相比,允许左转阶段处理更少的左转车辆,以保持有行人存在的十字路口安全水平。由于目前的左转相位决策指南没有考虑行人存在的影响,本研究量化了受行人影响和涉及行人的左转交通冲突,以确定适当的左转信号相位决策,以确保行人和车辆在信号交叉口安全高效地通过。这项基于模拟的研究结果可以通过收集现场数据(通常是资源密集型的),有利于左转弯相位选择的决策,就像前后交叉口安全性能分析一样。
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引用次数: 0
Exploring influential factors and endogeneity of traffic flow of different lanes on urban freeways using Bayesian multivariate spatial models 利用贝叶斯多元空间模型探讨城市高速公路不同车道交通流的影响因素及内生性
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2021.09.004
Yongping Zhang , Gurdiljot Singh Gill , Wen Cheng , Paulina Reina , Mankirat Singh

The traffic flow pertinent modelling is essential for distinct strategy formulations. However, the present literature illustrated some needed improvements for such models, especially those related to lane-specific flow. Given such context, this study aims to bridge the research gap by generating regression models to investigate influential factors for traffic flow based on the data collected from one multilane freeway. With the Full Bayesian specification, the hierarchical models were built by accounting for three types of random effects: the structured and unstructured spatial effects, and the one addressing the multivariate heterogeneity across multiple lanes. The endogenous relationship of traffic flow of adjacent lanes was also explored by utilizing the capability of multivariate correlation structure for simultaneous estimation of lane flow. The model estimates revealed the presence of endogeneity with statistical significance for the flow of neighbouring lanes for both directions of travel. The impact of flow was not only limited to the adjacent lanes but also to non-adjacent lanes. The multivariate specification also confirmed interdependency for lane flows. Compared to conventional approaches, the more accurate model estimation in the study indicates the advantage of incorporating the various correlation structures in the models.

与交通流相关的建模对于不同的策略制定至关重要。然而,现有文献说明了此类模型需要改进的地方,尤其是与车道特定流量相关的模型。在这种背景下,本研究旨在通过生成回归模型来弥补研究空白,该模型基于从一条多车道高速公路收集的数据来调查交通流量的影响因素。使用完整贝叶斯规范,通过考虑三种类型的随机效应来建立分层模型:结构化和非结构化空间效应,以及解决多车道上的多元异质性的随机效应。利用多元相关结构同时估计车道流量的能力,探讨了相邻车道交通流量的内生关系。模型估计揭示了内生性的存在,对两个行驶方向的相邻车道流量具有统计学意义。流量的影响不仅限于相邻车道,也包括非相邻车道。多元规范也证实了车道流量的相互依赖性。与传统方法相比,研究中更准确的模型估计表明了在模型中结合各种相关结构的优势。
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引用次数: 0
Numerical study of the influence of dome shape on the unsteady aerodynamic performance of a high-speed train's pantograph subjected to crosswind 侧风作用下穹顶形状对高速列车受电弓非定常气动性能影响的数值研究
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2021.08.005
Xiaofang Li , Dan Zhou , Lirong Jia , Mingzhi Yang

This study aims to investigate the unsteady aerodynamic performance of a high-speed train's pantograph with respect to two different dome shapes and without dome under a 20° yaw angle using a delayed detached eddy simulation method. Further, the influence of the dome shape on the simulation results is determined. The accuracy of the numerical method was validated by comparing a few of the numerical results with the wind tunnel test results, and high consistency was observed. An analysis of aerodynamic forces and flow structures around the pantograph was performed. The dome had significant influence on velocity field distribution surrounding the pantograph, particularly in the wake of flow region. Compared with the case where the dome was absent, vortex intensity around the pantograph increased after installing the dome. The existence of the bathtub-type dome resulted in greater flow field disturbance and vortex strength than the baffle-type dome. Moreover, the dome considerably affected time-averaged aerodynamic coefficients and their fluctuations, especially the bathtub-type dome. Additionally, the power spectral density of the unsteady aerodynamic coefficient of each pantograph component exhibited significant peaks and typical broadband distribution characteristics.

本研究旨在采用延迟分离涡模拟方法,研究高速列车受电弓在20°偏航角下,在两种不同圆顶形状和无圆顶情况下的非定常气动性能。此外,确定了圆顶形状对模拟结果的影响。通过将一些数值结果与风洞试验结果进行比较,验证了该数值方法的准确性,并观察到高度一致性。对受电弓周围的空气动力和流动结构进行了分析。圆顶对受电弓周围的速度场分布有显著影响,尤其是在气流尾流区域。与没有圆顶的情况相比,安装圆顶后受电弓周围的涡流强度增加。浴缸式穹顶的存在导致了比挡板式穹顶更大的流场扰动和涡流强度。此外,圆顶显著影响时间平均空气动力学系数及其波动,尤其是浴缸式圆顶。此外,各受电弓部件的非定常气动系数的功率谱密度呈现出显著的峰值和典型的宽带分布特征。
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引用次数: 1
Longitudinal bicyclist, driver, and pedestrian perceptions of autonomous vehicle communication strategies 纵向骑自行车者、驾驶员和行人对自动驾驶汽车通信策略的感知
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2022.07.005
Nicholas N. Ferenchak

We sought to better understand how autonomous vehicle (AV) communication strategies impact human road users’ perceptions. More specifically, we explored the impact of different external human-machine interface (eHMI) designs on task load, comfort, trust, and acceptance. To accomplish this, we created virtual reality (VR) scenarios where human participants interacted with AVs in biking, driving, and pedestrian simulators. Participants were brought back after initial testing to explore acclimation and learning effects. eHMI designs included a text-based grille eHMI, a text-based roof eHMI, a text-based driver-side door eHMI, anon-textual LED windshield strip eHMI, and a non-textual side mirror arrow eHMI. The presence of an eHMI was the strongest positive predictor of comfort, trust, and acceptance outcomes in the statistical models when controlling for all other variables. There was a clear divide between text-based eHMIs and non-text eHMIs with text-based eHMIs experiencing better perception scores. The LED Windshield experienced the worst perception scores. There were perception acclimation effects detected which were most notable for task load (which decreased over time) and comfort (which increased over time). Perception scores for the different eHMI designs tended to cluster over time. However, the acclimation effects had less of an impact than the presence of an eHMI. Perception outcomes had weaker relationships with participant characteristics than with AV characteristics. Results suggest that eHMI presence and design, AV behavior, and acclimation are most impactful in terms of perceptions.

我们试图更好地了解自动驾驶汽车(AV)通信策略如何影响人类道路使用者的感知。更具体地说,我们探讨了不同的外部人机界面(eHMI)设计对任务负荷、舒适度、信任度和接受度的影响。为了实现这一点,我们创建了虚拟现实(VR)场景,其中人类参与者在自行车、驾驶和行人模拟器中与AV互动。参与者在初步测试后被带回,以探索适应和学习效果。eHMI设计包括基于文本的格栅eHMI、基于文本的车顶eHMI、驾驶员侧门eHMI、非文本LED挡风玻璃条eHMI和非文本侧视镜箭头eHMI。在控制所有其他变量时,在统计模型中,eHMI的存在是舒适度、信任度和接受度结果的最强正预测因子。基于文本的eHMI和非文本eHMI之间存在明显的差异,基于文本的e HMI的感知得分更好。LED挡风玻璃的感知得分最差。检测到感知-适应效应,其中任务负荷(随时间减少)和舒适度(随时间增加)最为显著。不同eHMI设计的感知分数往往随着时间的推移而聚集。然而,与eHMI的存在相比,驯化效应的影响较小。感知结果与参与者特征的关系弱于与AV特征的关系。结果表明,eHMI的存在和设计、AV行为和适应对感知的影响最大。
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引用次数: 0
Traffic control optimization strategy based on license plate recognition data 基于车牌识别数据的交通控制优化策略
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2021.12.004
Ruimin Li , Shi Wang , Pengpeng Jiao , Shichao Lin

Traffic signal control is essential to the efficiency of the road network's operation. In recent years, more and more detailed detection data provide potential data support for traffic signal control, such as license plate recognition (LPR) data. This study aims to develop a traffic signal control optimization method based on model predictive control (MPC) and LPR data. The proposed framework of a closed-loop control system is described in detail. First, the control objectives and queue prediction model for signalized intersection are determined. Then, online optimization and feedback compensation are discussed and implemented. Calculations of the arrival rate at the downstream are based on the LPR data detected at the upstream intersection, and dynamic optimization method of the offset is proposed for a coordinated control. The model is validated using the LPR data of two consecutive intersections with a traffic simulation platform. Results demonstrate that the model can restrain extreme long queuing, improve intersection capacity, and reduce intersection average delay. The developed model promotes the system operating efficiency and shows the general advantage of real-time optimization, feedback, and control. The proposed framework can be potentially applied by local traffic management centers to improve the quality of traffic signal control.

交通信号控制对路网运行的效率至关重要。近年来,越来越多详细的检测数据为交通信号控制提供了潜在的数据支持,如车牌识别(LPR)数据。本研究旨在开发一种基于模型预测控制(MPC)和LPR数据的交通信号控制优化方法。详细描述了所提出的闭环控制系统的框架。首先,确定了信号交叉口的控制目标和排队预测模型。然后,讨论并实现了在线优化和反馈补偿。下游到达率的计算是基于在上游交叉口检测到的LPR数据,并提出了用于协调控制的偏移动态优化方法。利用两个连续交叉口的LPR数据,在交通仿真平台上对模型进行了验证。结果表明,该模型能够抑制超长排队,提高交叉口通行能力,降低交叉口平均延误。所开发的模型提高了系统的运行效率,并显示了实时优化、反馈和控制的总体优势。所提出的框架可能被当地交通管理中心应用,以提高交通信号控制的质量。
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引用次数: 2
Analysis of HAZMAT truck driver fatigue and distracted driving with warning-based data and association rules mining 基于预警数据和关联规则挖掘的危险品卡车驾驶员疲劳和分心驾驶分析
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2022.07.004
Ming Sun, Ronggui Zhou, Chengwu Jiao

Professional drivers are more frequently exposed to longer driving distance and travel time, leading to a higher possibility of safety risk for distraction and fatigue. The widespread and common use of commercial driver monitoring systems (DMS) provides a potential for data collection. It increases the amount of data characterizing driver behavior that can be used for further safety research. This study utilized DMS warning-based data and applied an association rule mining approach to explore risk factors contributing to hazardous materials (HAZMAT) truck driver inattention. A total of 499 HAZMAT truck driver inattentive warning events were used to find rules that will predict the occurrence of driver's fatigue and distraction. First, Fisher's exact tests were performed to examine the association between the frequency of driver inattentive behavior warnings and risk factors. Second, support, confidence, and lift values were used as measurements to quantify the relative strength of the association rules generated by the Apriori algorithm. Results show that speed between 40 and 49 km/h, relatively longer travel time (3–6 h), freeway, tangent section, off-peak hour and clear weather condition are found to be highly associated with fatigue driving, while nighttime during 18:00 to 23:59, speed between 70 and 80 km/h, travel time between 1 and 3 h, freeways, acceleration less than 0.5 m/s2, visibility greater than 1000 m, and tangent roadway section are found to be highly associated with distracted driving. By focusing on the specific feature groups, these association rules would help in the development of mitigating distraction and fatigue driving countermeasures and enforcement approaches.

职业司机更频繁地面临更长的驾驶距离和旅行时间,导致分心和疲劳的安全风险更高。商用驾驶员监控系统(DMS)的广泛和普遍使用为数据收集提供了潜力。它增加了表征驾驶员行为的数据量,可用于进一步的安全研究。本研究利用基于DMS警告的数据,并应用关联规则挖掘方法来探索导致危险品(HAZMAT)卡车司机注意力不集中的风险因素。共使用499个危险品卡车司机注意力不集中警告事件来寻找预测司机疲劳和分心发生的规则。首先,进行Fisher精确测试,以检查驾驶员疏忽行为警告的频率与风险因素之间的关系。其次,支持度、置信度和提升值被用作测量,以量化Apriori算法生成的关联规则的相对强度。结果表明,速度在40至49公里/小时之间、相对较长的行驶时间(3至6小时)、高速公路、相切路段、非高峰时段和晴朗的天气条件与疲劳驾驶高度相关,而夜间18:00至23:59,速度在70至80公里/小时,行驶时间在1至3小时之间、高速公路、加速度小于0.5 m/s2、能见度大于1000米,和切线路段被发现与分心驾驶高度相关。通过关注特定的特征组,这些关联规则将有助于制定缓解分心和疲劳驾驶的对策和执行方法。
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引用次数: 2
Bi-objective optimization models for mitigating traffic congestion in urban road networks 缓解城市道路网交通拥堵的双目标优化模型
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.1016/j.jtte.2021.09.006
Haritha Chellapilla , R. Sivanandan , Bhargava Rama Chilukuri , Chandrasekharan Rajendran

Traffic congestion in road transportation networks is a persistent problem in major metropolitan cities around the world. In this context, this paper deals with exploiting underutilized road capacities in a network to lower the congestion on overutilized links while simultaneously satisfying the system optimal flow assignment for sustainable transportation. Four congestion mitigation strategies are identified based on deviation and relative deviation of link volume from the corresponding capacity. Consequently, four bi-objective mathematical programming optimal flow distribution (OFD) models are proposed. The case study results demonstrate that all the proposed models improve system performance and reduce congestion on high volume links by shifting flows to low volume-to-capacity links compared to UE and SO models. Among the models, the system optimality with minimal sum and maximum absolute relative-deviation models (SO-SAR and SO-MAR) showed superior results for different performance measures. The SO-SAR model yielded 50% and 30% fewer links at higher link utilization factors than UE and SO models, respectively. Also, it showed more than 25% improvement in path travel times compared to UE travel time for about 100 paths and resulted in the least network congestion index of 1.04 compared to the other OFD and UE models. Conversely, the SO-MAR model yielded the least total distance and total system travel time, resulting in lower fuel consumption and emissions, thus contributing to sustainability. The proposed models contribute towards efficient transportation infrastructure management and will be of interest to transportation planners and traffic managers.

道路交通网络中的交通拥堵是世界各地主要大都市的一个持续问题。在这种背景下,本文讨论了利用网络中未充分利用的道路容量来降低过度利用路段的拥堵,同时满足可持续交通的系统最优流量分配。基于链路容量与相应容量的偏差和相对偏差,确定了四种拥塞缓解策略。因此,提出了四个双目标数学规划最优流量分配(OFD)模型。案例研究结果表明,与UE和SO模型相比,所有提出的模型都通过将流转移到低容量链路来提高系统性能,并减少高容量链路上的拥塞。在这些模型中,具有最小和和和最大绝对相对偏差的系统最优性模型(SO-SAR和SO-MAR)在不同的性能度量下显示出优越的结果。SO-SAR模型在较高的链路利用率下产生的链路分别比UE和SO模型少50%和30%。此外,在大约100条路径中,它显示出与UE行进时间相比,路径行进时间改善了25%以上,并且与其他OFD和UE模型相比,网络拥塞指数最低,为1.04。相反,SO-MAR模型产生的总距离和总系统行程时间最少,从而降低了燃料消耗和排放,从而有助于可持续性。所提出的模型有助于有效的交通基础设施管理,并将引起交通规划者和交通管理者的兴趣。
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引用次数: 1
On determining the weight of edges in map-representing graphs-applications of heuristic methods in planning escape routes 图表示图中边权的确定——启发式方法在逃生路线规划中的应用
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2022-12-01 DOI: 10.1016/j.jtte.2021.05.004
Marta Borowska-Stefańska , Michał Kowalski , Filip Turoboś , Szymon Wiśniewski

In the paper we discuss and compare two commonly used methods of finding the shortest paths in networks, namely Dijkstra's and A∗ algorithms. We compare their effectiveness in terms of traversing road network in circumstances that require swift decision making in the event of dynamically changing road conditions on the basis of studies conducted for evacuation plans. To build a proper model of such a network, a method of appropriate edge-weighting is introduced, based on empirical data collected by other researchers. Then, we use the basics of the theory of quasimetric spaces to introduce a heuristic to such graphs, which is easy to calculate metric. The heuristic we obtain is both admissible and consistent, which allows us to use it efficiently in A∗ search algorithms. The developed application can be used in studies into evacuation from hazardous areas. In this case, optimum calculative efficiency is achievable with a simultaneous reduction of calculation time (when compared to Dijkstra's algorithm). Our application can be applied during the first stage, i.e., prior to the occurrence of a disaster, since this is an appropriate time for preparation by planning, drilling, early warning, and designating the rescue services that are to participate in the following stages.

本文讨论并比较了寻找网络中最短路径的两种常用方法,即Dijkstra算法和A *算法。在对疏散计划进行研究的基础上,我们比较了它们在需要在动态变化的道路条件下快速决策的情况下穿越道路网络的有效性。为了建立一个合适的网络模型,在其他研究者收集的经验数据的基础上,引入了一种合适的边加权方法。然后,我们利用拟度量空间理论的基础,引入了一种易于度量计算的启发式方法。我们得到的启发式是允许的和一致的,这允许我们在A *搜索算法中有效地使用它。开发的应用程序可用于研究从危险区域撤离。在这种情况下,通过同时减少计算时间(与Dijkstra的算法相比),可以实现最佳的计算效率。我们的应用程序可以在第一阶段应用,即在灾难发生之前,因为这是通过计划、钻探、早期预警和指定将参与后续阶段的救援服务进行准备的适当时间。
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引用次数: 0
Differential variable speed limits to improve performance and safety of car-truck mixed traffic on freeways 差动变速限制以改善高速公路上汽车-卡车混合交通的性能和安全性
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2022-12-01 DOI: 10.1016/j.jtte.2021.08.004
Anas Abdulghani, Chris Lee

This study develops a differential variable speed limit (DVSL) which assigns different speed limits for car and truck, and varies speed limits based on traffic conditions. The proposed DVSL algorithm changes speed limits in real time based on truck percentage and occupancy immediately upstream of the ramp and the average speed of the control road sections upstream of the ramp. DVSL algorithm also considers spatial coordination of speeds, which gradually changes the speed limits in successive road sections upstream of the ramp when the severe congestion occurs. The study tested the impacts of DVSL and three other speed limit strategies on delay and safety for a section of the Gardiner Expressway in Toronto, Canada using the VISSIM traffic simulation model. The other strategies are 1) uniform speed limit (USL), 2) differential speed limit for car and truck (DSL), and 3) USL & DSL (U&D) – i.e., USL at low truck percentage and DSL at high truck percentage. It was found that DVSL showed the lowest delays for both car and truck among the four strategies. This is mainly because DVSL increased the spacing between vehicles in the right lane upstream of the on-ramp and facilitated vehicles' merging into the mainline freeway. It was also found that DVSL showed the lowest likelihood of rear-end crash between the lead and following vehicles among the four strategies. This study demonstrates that the proposed DVSL algorithm can better control car and truck speeds to reduce delay and improve safety of car-truck mixed traffic flow on freeways.

本研究开发了一种差分可变速度限制(DVSL),它为汽车和卡车分配不同的速度限制,并根据交通状况改变速度限制。所提出的DVSL算法根据坡道上游的卡车百分比和占用率以及坡道上游控制路段的平均速度实时更改限速。DVSL算法还考虑了速度的空间协调,在发生严重拥堵时,逐步改变坡道上游连续路段的限速。该研究使用VISSIM交通模拟模型测试了DVSL和其他三种限速策略对加拿大多伦多加德纳高速公路一段路段的延误和安全的影响。其他策略是1)均匀限速(USL), 2)轿车和卡车的差分限速(DSL)和3)USL &DSL (U&D) -即低传输百分比的USL和高传输百分比的DSL。结果发现,在四种策略中,DVSL对汽车和卡车的延迟最低。这主要是因为DVSL增加了入口匝道上游右车道的车辆间距,便于车辆并入干线高速公路。四种策略中,DVSL的前车与后车发生追尾事故的可能性最低。本研究表明,所提出的DVSL算法能够更好地控制车卡速度,从而减少高速公路车卡混合交通流的延误,提高交通流的安全性。
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引用次数: 0
Bibliometric analysis and system review of vehicle routing optimization for emergency material distribution 应急物资配送车辆路径优化的文献计量分析与系统综述
IF 7.9 2区 工程技术 Q1 Engineering Pub Date : 2022-12-01 DOI: 10.1016/j.jtte.2022.10.001
Jinxing Shen , Kun Liu , Changxi Ma , Yongpeng Zhao , Chuwei Shi

Determining the optimal vehicle routing of emergency material distribution (VREMD) is one of the core issues of emergency management, which is strategically important to improve the effectiveness of emergency response and thus reduce the negative impact of large-scale emergency events. To summarize the latest research progress, we collected 511 VREMD-related articles published from 2010 to the present from the Scopus database and conducted a bibliometric analysis using VOSviewer software. Subsequently, we cautiously selected 49 articles from these publications for system review; sorted out the latest research progress in model construction and solution algorithms; and summarized the evolution trend of keywords, research gaps, and future works. The results show that domestic scholars and research organizations held an unqualified advantage regarding the number of published papers. However, these organizations with the most publications performed poorly regarding the number of literature citations. China and the US have contributed the vast majority of the literature, and there are close collaborations between researchers from both countries. The optimization model of VREMD can be divided into single-, multi-, and joint-objective models. The shortest travel time is the most common optimization objective in the single-objective optimization model. Several scholars focus on multiobjective optimization models to consider conflicting objectives simultaneously. In recent literature, scholars have focused on the impact of uncertainty and special events (e.g., COVID-19) on VREMD. Moreover, some scholars focus on joint optimization models to optimize vehicle routes and central locations (or material allocation) simultaneously. Solution algorithms can be divided into two primary categories, i.e., mathematical planning methods and intelligent evolutionary algorithms. The branch and bound algorithm is the most dominant mathematical planning algorithm, while genetic algorithms and their enhancements are the most commonly used intelligent evolutionary algorithms. It is shown that the nondominated sorting genetic algorithm II (NSGA-II) can effectively solve the multiobjective model of VREMD. To further improve the algorithm's performance, researchers have proposed improved hybrid intelligent algorithms that combine the advantages of NSGA-II and certain other algorithms. Scholars have also proposed a series of optimization algorithms for specific scenarios. With the development of new technologies and computation methods, it will be exciting to construct optimization models that consider uncertainty, heterogeneity, and temporality for large-scale real-world issues and develop generalized solution approaches rather than those applicable to specific scenarios.

确定最优应急物资配送车辆路径是应急管理的核心问题之一,对于提高应急响应效率,减少大型应急事件的负面影响具有重要的战略意义。为了总结最新的研究进展,我们从Scopus数据库中收集了2010年至今发表的511篇与vremd相关的文章,并利用VOSviewer软件进行了文献计量学分析。随后,我们从这些出版物中谨慎地选择了49篇文章进行系统评审;梳理了模型构建和求解算法的最新研究进展;并总结了关键词的演变趋势、研究空白和未来工作。结果表明,国内学者和研究机构在论文发表数量上占有绝对优势。然而,这些拥有最多出版物的组织在文献引用数量方面表现不佳。中国和美国贡献了绝大多数文献,两国研究人员之间也有密切的合作。VREMD优化模型可分为单目标、多目标和联合目标三种。最短行程时间是单目标优化模型中最常见的优化目标。一些学者关注多目标优化模型,以同时考虑冲突的目标。在最近的文献中,学者们主要关注不确定性和特殊事件(如COVID-19)对VREMD的影响。此外,一些学者关注联合优化模型,以同时优化车辆路线和中心位置(或物资分配)。求解算法可以分为两大类,即数学规划方法和智能进化算法。分支定界算法是最主流的数学规划算法,而遗传算法及其增强算法是最常用的智能进化算法。结果表明,非支配排序遗传算法II (NSGA-II)能够有效地求解多目标VREMD模型。为了进一步提高算法的性能,研究人员提出了改进的混合智能算法,该算法结合了NSGA-II和某些其他算法的优点。学者们也针对具体场景提出了一系列优化算法。随着新技术和计算方法的发展,构建考虑大规模现实问题的不确定性、异质性和暂时性的优化模型,并开发通用的解决方法,而不是适用于特定场景的方法,将是令人兴奋的。
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引用次数: 3
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Journal of Traffic and Transportation Engineering-English Edition
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