面向在线地图的GCN-LSTM神经网络速度预测

为从路网速度中完整提取路段速度的时空特征,实现高精度路段速度预测,通过调用在线地图的路径规划应用程序接口,采集路段的在线地图速度;利用图卷积神经网络(GCN)提取空间特征,利用长短期记忆(LSTM)神经网络提取时间特征,建立面向在线地图的GCN-LSTM神经网络,提取路段速度的时空特征,预测路段速度;为测试面向在线地图的GCN-LSTM神经网络表现,并评价在线地图下GCN-LSTM神经网络的优势与面向检测器速度预测模型的可替代性,以局部路网为例分析模型表现,并对比在线地图下不同模型的表现与不同数据源下近似模型的表现。研究结果表明：GCN-LSTM神经网络在训练集和测试集上的平均绝对误差(MAE)均低于5,均方根误差(RMSE)均低于6,平均绝对百分比误差(MAPE)均低于30%,训练误差和测试误差均处于较低水平,总体表现良好;GCN-LSTM神经网络的路段MAPE服从Gumbel分布,均值均落在19%±4%之间,85%分位点均落在34%±5%之间,2项指标均处于较低水平,个体表现良好;在面向在线地图的速度预测模型中,GCN-LSTM神经网络的MAE、RMSE、MAPE以及MAPE拟合曲线均值、85%分位点最低,总体和个体表现均为最佳,在面向在线地图的速度预测中具有一定优势;在近似模型中,GCN-LSTM神经网络的MAE、RMSE、MAPE以及MAPE拟合曲线均值、85%分位点最低,总体和个体表现均为最佳,则面向在线地图速度预测的可靠性高,可代替面向检测器的速度预测。     

考虑游览船运营特征的航道通过能力评价方法

为构建客货船舶协同动态运行控制技术体系，以经典航道通过能力模型为基础，构建基于游览船运营特征(发船高峰性和航线集中度)的航道通过能力模型.根据黄浦江游览核心区船舶自动识别系统(AIS)数据，对所提出的航道通过能力模型进行实证分析.研究结果表明，本文航道通过能力模型能够较为准确地评价研究区域的实际航道通过能力.游览船发船高峰时期与现有航线规划条件下，黄浦江游览核心区航道通过能力(76艘/h)趋近饱和状态；当过境船到达超过69艘/h时，建议海事相关部门采取“错峰”航行等相关政策.     

Plate scanning tools to obtain travel times in traffic networks

The management of vehicle travel times has been shown to be fundamental to traffic network analysis. To collect travel time measurement, some methods focus solely on isolated links or highway segments, and where two measurement points, at the beginning and at the end of a section, are deemed sufficient to evaluate users' travel time. However, in many cases, transport studies involve networks in which the problem is more complex. This article takes advantage of the plate scanning technique to propose an algorithm that minimizes the required number of registering devices and their location in order to identify vehicles candidates to compute the travel times of a given set of routes (or subroutes). The merits of the proposed method are explained using simple examples and are illustrated by its application to the real network of Ciudad Real.     

Robust traffic assignment model: Formulation,solution algorithms and empirical application

ABSTRACT

The deterministic traffic assignment problem based on Wardrop's first criterion of traffic network utilization has been widely studied in the literature. However, the assumption of deterministic travel times in these models is restrictive, given the large degree of uncertainty prevalent in urban transportation networks. In this context, this paper proposes a robust traffic assignment model that generalizes Wardrop's principle of traffic network equilibrium to networks with stochastic and correlated link travel times and incorporates the aversion of commuters to unreliable routes.

The user response to travel time uncertainty is modeled using the robust cost (RC) measure (defined as a weighted combination of the mean and standard deviation of path travel time) and the corresponding robust user equilibrium (UE) conditions are defined. The robust traffic assignment problem (RTAP) is subsequently formulated as a Variational Inequality problem. To solve the RTAP, a Gradient Projection algorithm is proposed, which involves solving a series of minimum RC path sub-problems that are theoretically and practically harder than deterministic shortest path problems. In addition, an origin-based heuristic is proposed to enhance computational performance on large networks. Numerical experiments examine the computational performance and convergence characteristics of the exact algorithm and establish the accuracy and efficiency of the origin-based heuristic on various real-world networks. Finally, the proposed RTA model is applied to the Chennai road network using empirical data, and its benefits as a normative benchmark are quantified through comparisons against the standard UE and System Optimum (SO) models.     

水中悬浮隧道交通荷载模拟方法研究

为研究水中悬浮隧道交通荷载的合理模拟方法以及交通荷载对隧道结构的影响,借鉴铁路、公路交通荷载的模拟方法,综合考虑车辆轮载、路面不平度、行车速度以及外部激励荷载等影响因素的共同作用,提出水中悬浮隧道交通荷载的模拟表达式。通过数值模拟计算,分析悬浮隧道交通荷载的变化特征,并研究不同交通荷载模拟方法对悬浮隧道结构振动位移响应的影响。结果表明:文章提出的交通荷载模拟方法计算结果符合移动振动荷载的波动性和周期性特征。在对结构振动位移响应影响方面,固定均布荷载相当于静载,移动集中荷载和移动振动荷载时的位移变化幅值相对固定均布荷载时的大且影响相似,但移动振动荷载时的振幅稍大,体现了交通荷载中动荷载部分对结构振动位移响应的影响,更适合用来模拟悬浮隧道中的交通荷载。     

Dynamic simulation of train–truck collision at level crossings

Trains crashing onto heavy road vehicles stuck across rail tracks are more likely occurrences at level crossings due to ongoing increase in the registration of heavy vehicles and these long heavy vehicles getting caught in traffic after partly crossing the boom gate; these incidents lead to significant financial losses and societal costs. This paper presents an investigation of the dynamic responses of trains under frontal collision on road trucks obliquely stuck on rail tracks at level crossings. This study builds a nonlinear three-dimensional multi-body dynamic model of a passenger train colliding with an obliquely stuck road truck on a ballasted track. The model is first benchmarked against several train dynamics packages and its predictions of the dynamic response and derailment potential are shown rational. A geometry-based derailment assessment criterion is applied to evaluate the derailment behaviour of the frontal obliquely impacted trains under different conditions. Sensitivities of several key influencing parameters, such as the train impact speed, the truck mass, the friction at truck tyres, the train–truck impact angle, the contact friction at the collision zone, the wheel/rail friction and the train suspension are reported.     

行人微观仿真中的运动模型与行为模型——STEPS与NOMAD模型对比

为了解各类行人仿真模型的性能差异和适用范围,以选取适当模型进行交通枢纽行人仿真,对两种典型行人仿真模型进行研究。依据模型对行人行为描述的复杂程度,将行人仿真模型分为运动模型、部分行为模型、行为模型3类,并分别介绍了各自的特点。选取典型的运动模型软件STEPS和行为模型软件NOMAD,详细探讨其采用的数学模型,并通过4个仿真实例对比分析这两种模型的特点。分析结果得出两种模型在宏观与微观层面的异同点以及存在的问题。     

基于模糊PID控制的ABS仿真研究

以车轮滑移率为控制对象,分析了模糊控制的理论基础,将传统的模糊控制与经典的PID控制相结合,提出了白适应模糊PID控制算法,并进行了仿真研究.     

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交通需求管理（TDM）已成为保障奥运会期间突增交通需求的必要手段。本文在综合奥运会交通需求特性和对比往届奥运会TDM政策要点的基础上,从控制机动车使用、设置奥运专用道、公共交通保障、错时上下班及人性化保障等5个方面阐述TDM政策在北京奥运会中的应用,并从政策综合性、可操作性、接受程度及政策实施效果等4个角度对该TDM政策进行效果评价。数据表明：TDM政策的实施使道路交通流量下降22.5%,早高峰路网平均车速提高28.5%,122报警量下降,公共交通客运量大幅上升,且公共交通的出行比例达45%以上,有效均衡了交通需求,达到预期目标。     

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大型活动人员密集、场地条件相对复杂,需要有效的行人交通规划和组织管理方案。2008北京奥运会的举办对主办方的行人交通组织和规划工作提出了严峻的挑战。本文介绍了应用仿真工具辅助奥运会期间行人设施和交通组织方案设计的分析方法。在把握行人交通特点和奥运会行人集散特点基础上,采集北京赛事活动中的行人交通流数据,标定模型参数,设计仿真方法。结合仿真结果,综合分析行人设施和管理方案,提出行人设施及行人疏散组织方案的优化建议,并以北京奥运会的主会场——国家体育场为例对方法应用进行说明。奥运会期间国家体育场及场馆外围行人交通运行的实际效果证明了相关方案和建议是可行和有效的。