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Modeling schedule recovery processes in transit operations for bus arrival time prediction 基于公交到达时间预测的公交运行调度恢复过程建模
Wei-Hua Lin, R. Bertini
Many existing algorithms for bus arrival time prediction assume that buses travel at free-flow speed in the absence of congestion. As a result, delay incurred at one stop would propagate to the downstream stops in the same magnitude. In reality, good bus operators often constantly adjust their speeds to keep the bus on schedule. This paper formulates a Markov chain model for bus arrival time prediction that explicitly captures the behavior of bus operators in pursuing schedule recovery. The model exhibits some desirable properties in capturing the schedule recovery process and guarantees provision of the schedule information if realtime information suddenly becomes unavailable. The proposed model can be embedded into a transit arrival time estimation model for transit information systems.
许多现有的公交车到达时间预测算法都假设公交车在没有拥堵的情况下以自由流速度行驶。因此,在一个站点发生的延迟将以相同的幅度传播到下游站点。在现实中,优秀的公交运营商经常会不断调整车速以保证公交车准时运行。本文建立了公交到达时间预测的马尔可夫链模型,该模型明确地捕捉了公交运营商追求时刻表恢复的行为。该模型在捕获调度恢复过程中显示了一些理想的特性,并保证在实时信息突然不可用的情况下提供调度信息。该模型可嵌入到公交信息系统的公交到达时间估计模型中。
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引用次数: 100
Accurate forward road geometry estimation for collision warning applications 准确的前方道路几何估计碰撞预警应用
D. Khosla
This paper describes a new model and method for accurate estimation of forward path geometry of an automobile. In this work, the forward geometry is modeled by two contiguous clothoid segments with different geometries, but continuous curvature across the transition between them. This results in a closed-form parametric expression of the same polynomial order as previous models. A recursive estimation method based on the new road model is also described. The performance evaluation of the proposed method on various simulated road geometries and comparisons with previous approaches demonstrate the feasibility and higher accuracy of the proposed method. This higher accuracy comes without a concomitant increase in computational cost or/and sensitivity to noise. The high accuracy estimation of forward path or road geometry is directly useful in applications that rely on detecting targets in the forward path of the host vehicle, e.g., adaptive cruise control and automotive collision warning.
本文提出了一种新的汽车前向路径几何形状精确估计模型和方法。在这项工作中,正向几何是由两个相邻的具有不同几何形状的线形段来建模的,但在它们之间的过渡处有连续的曲率。这就得到了与先前模型相同的多项式阶的封闭参数表达式。提出了一种基于新道路模型的递归估计方法。通过对各种模拟道路几何形状的性能评价以及与以往方法的比较,验证了该方法的可行性和较高的精度。这种更高的精度没有伴随的计算成本或/和对噪声的敏感性的增加。对前方路径或道路几何形状的高精度估计在依赖于检测主车辆前方路径中的目标的应用中直接有用,例如自适应巡航控制和汽车碰撞警告。
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引用次数: 2
A novel lumped spatial model of tyre contact 一种新颖的轮胎接触集总空间模型
Stefano Stramigioli, V. Duindam
In this article, we describe a novel way to physically model the dynamics of the compliant contact between a tyre and the ground. We show how the use of a spatial spring results in an intuitive model and how screw bond graphs can be used to describe the various parts of the model in a power-consistent way.
在这篇文章中,我们描述了一种新的方法来物理模拟轮胎和地面之间的柔性接触动力学。我们展示了如何使用空间弹簧产生直观的模型,以及如何使用螺旋键图以功率一致的方式描述模型的各个部分。
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引用次数: 7
A statistical model of vehicle emissions and fuel consumption 车辆排放和燃料消耗的统计模型
A. Cappiello, I. Chabini, E. Nam, A. Lué, M. Abou Zeid
Many vehicle emission models am overly simple, such as the speed dependent models used widely, and other models are sufficiently complicated as to require excessive inputs and calculations, which can slow down computational time. We develop and implement an instantaneous statistical model of emissions (CO/sub 2/, CO, HC, and NOx) and fuel consumption for light duty vehicles, which is simplified from the physical load-based approaches that are gaining in popularity. The model is calibrated for a set of vehicles driven on standard as well as aggressive driving cycles. The model is validated on another driving cycle in order to, test its estimation capabilities. The preliminary results indicate that the model gives reasonable results compared to actual measurements as well as to results obtained with CMEM, a well-known load-based emission model. Furthermore, the results indicate that the model runs fast and is relatively simple to calibrate. The model presented can be integrated with a variety of traffic models to predict the spatial and temporal distribution of traffic emissions and assess the impact of ITS traffic management strategies on travel times, emissions, and fuel consumption.
许多车辆排放模型过于简单,如广泛使用的速度依赖模型,而其他模型则过于复杂,需要过多的输入和计算,这可能会减慢计算时间。我们开发并实施了轻型车辆排放(CO/sub 2/, CO, HC和NOx)和燃料消耗的即时统计模型,该模型从基于物理负载的方法中得到了简化,这种方法越来越受欢迎。该模型是为一组车辆的标准以及激进的驾驶周期进行校准。在另一个驾驶循环中验证了该模型,以测试其估计能力。初步结果表明,该模型与实际测量结果以及基于负荷的辐射模型CMEM的计算结果比较合理。结果表明,该模型运行速度快,校正相对简单。该模型可与多种交通模型集成,用于预测交通排放的时空分布,并评估ITS交通管理策略对出行时间、排放和燃料消耗的影响。
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引用次数: 248
An efficient solution to the system optimum dynamic traffic assignment problems based on Lagrangian relaxation 基于拉格朗日松弛的系统最优动态交通分配问题的有效解
Jing Dong, Bing Xia, Jiang-tao Ren, Zuo Zhang, D. Yao
The study of dynamic route guidance model over a general road network has been deployed for some time in intelligent transportation systems (ITS) field. The paper presents the general formulation of the system optimal dynamic traffic assignment (DTA) problems, and enunciates the discrete form model. For the sake of computational convenience, the simplification of the model is explored according to the characteristics of realistic traffic system. Then the algorithm base on Lagrangian relaxation and quasi-Newton iteration is given to solve the simplified problem. Simulation is carried out to show the practicability and efficiency of the algorithm. Moreover some analysis on the simulation and guidance for future studies are presented at the end.
基于一般路网的动态路径引导模型研究在智能交通领域已经展开了一段时间。本文给出了系统最优动态交通分配(DTA)问题的一般表述,并阐述了离散形式模型。为了计算方便,根据实际交通系统的特点,对模型进行了简化。然后给出了基于拉格朗日松弛和拟牛顿迭代的算法来解决简化问题。仿真结果表明了该算法的实用性和有效性。最后对仿真结果进行了分析,为今后的研究提供了指导。
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引用次数: 0
Accelerating the k-shortest paths computation in multimodal transportation networks 加速多式联运网络中k最短路径的计算
S. Lam, T. Srikanthan
Intermodality in transportation systems is fast becoming a research topic of great interest. The computation of multiple paths in a multimodal network is desirable to identify efficient routes based on user preferences. This paper describes the clustering technique, which improves the performance of conventional k-shortest paths computations in multimodal transportation networks by first transforming the network into an acyclic representation through identification of cycles and clustering them into hypothetical nodes. The generalized Floyd algorithm is then applied on these clusters to compute the k-shortest paths. Simulation results show that the proposed technique significantly improves the performance of the conventional algorithm, particularly when the required number of k-shortest paths increases.
运输系统中的多式联运正迅速成为一个备受关注的研究课题。多模式网络中多路径的计算是基于用户偏好识别有效路径的必要条件。本文描述了聚类技术,该技术首先通过识别循环并将其聚类到假设节点将网络转换为非循环表示,从而提高了多式联运网络中传统k最短路径计算的性能。然后在这些聚类上应用广义Floyd算法来计算k条最短路径。仿真结果表明,该方法显著提高了传统算法的性能,特别是当所需的k最短路径数增加时。
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引用次数: 7
A simulation-driven internet-based predictive traffic information hub 模拟驱动的基于互联网的预测交通信息中心
P. Chandrasekar, W. Chan, Der-Horng Lee, S. Wee, R. Cheu
The Internet has enabled travelers to be kept updated with traffic and related travel information on their computer screens, PDAs (Personal Digital Assistant), and hand phones. The information can be either real-time or predictive. It has long been the interest of researchers to develop suitable methodologies and algorithms to obtain accurate predictive information about traffic conditions based on historical and/or current data. In this paper, the possibility of employing microscopic simulation to generate traffic and travel information that can be made available through the Internet is demonstrated The predictive information includes traffic speed, travel time and route guidance. PARAMICS, a sophisticated microscopic simulation program is used as the simulation engine behind the information generation process. The role of PARAMICS is to create a comprehensive database consisting of predictive information which is kept updated at pre-specified time intervals. The Application Programming Interface (API) of PARAMICS has been used to control and manage the whole process of information generation. The paper focuses on describing this process in detail.
因特网使旅行者能够通过电脑屏幕、pda(个人数字助理)和手机随时了解最新的交通状况和相关的旅行信息。这些信息可以是实时的,也可以是预测性的。长期以来,研究人员一直感兴趣的是开发合适的方法和算法,以获得基于历史和/或当前数据的交通状况的准确预测信息。本文论证了利用微观模拟生成可通过互联网提供的交通和出行信息的可能性,预测信息包括交通速度、出行时间和路线引导。信息生成过程背后的仿真引擎使用了复杂的微观仿真程序PARAMICS。PARAMICS的作用是建立一个由预测资料组成的综合数据库,并按预先规定的时间间隔进行更新。利用PARAMICS的应用程序编程接口(API)来控制和管理整个信息生成过程。本文着重对这一过程进行了详细的描述。
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引用次数: 0
Development of an average green time estimation model for vehicle-gap based traffic operation 基于车辆间隙的交通运行平均绿灯时间估计模型的建立
Jin-Tae Kim, Myung-soon Chang
The Highway Capacity Manual (HCM) suggests estimating the average green time for performance evaluation of vehicle-gap based traffic operation and provides an average green time estimation model. This paper proposes a new model that overcomes the shortcomings of the HCM model. Through a comparison study based on 1,196 pieces of hypothetical test data, it was found that the average green times estimated by the proposed method yields a much better one-to-one linear relationship to the simulation data representing field data than that from the HCM method in both exclusive-only and shared-permitted cases. The R/sup 2/ values of the proposed and HCM methods with these cases are 0.90 and 0.86, and 0.56 and 0.57, respectively.
《公路通行能力手册》(Highway Capacity Manual, HCM)提出了基于车辆间隙的交通运行性能评价的平均绿灯时间估算方法,并给出了平均绿灯时间估算模型。本文提出了一种新的模型,克服了HCM模型的不足。通过对1,196条假设测试数据的对比研究发现,在独占和共享允许两种情况下,采用该方法估计的平均绿化次数与代表现场数据的模拟数据之间的一对一线性关系都要优于HCM方法。本文方法和HCM方法的R/sup 2/分别为0.90和0.86,0.56和0.57。
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引用次数: 0
Algorithms for estimating bus arrival times using GPS data 利用GPS数据估计巴士到达时间的算法
L. Weigang, W. Koendjbiharie, R.C. de M Juca, Y. Yamashita, A. MacIver
This paper presents a method to estimate bus arrival times at bus stops using GPS information, which was implemented in the SITCUO-Information System for Urban Bus Transportation, in Brasilia. The model consists of a main algorithm and two sub algorithms to determine the position and the speed of the bus en route. When using the speed information from the GPS, the arrival time at the stop point will be infinite if the vehicle is stationary. With the improved method and empirical calibration, the results from the developed model were found to be satisfactory in the implementation and experiment.
本文提出了一种利用GPS信息估计公交车站到站时间的方法,并在巴西利亚sitcuo -城市公交交通信息系统中实现。该模型由一个主算法和两个子算法组成,用于确定公交车在路线中的位置和速度。当使用GPS的速度信息时,如果车辆处于静止状态,则到达停车点的时间将是无限的。通过改进的方法和经验校正,建立的模型在实际应用和实验中得到了满意的结果。
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引用次数: 35
Application of a simulation-based dynamic traffic assignment model 基于仿真的动态交通分配模型的应用
M. Florian, M. Mahut, N. Tremblay
The evaluation of on-line intelligent transportation system (ITS) measures, such as adaptive route-guidance and traffic management systems, depend heavily on the use of faster than real time traffic simulation models. Fast-running traffic models are needed off-line for use in iterative approaches that imitate drivers' adaptation to changes to the network topology. The paper describes a simulation-based dynamic-equilibrium traffic assignment model. The determination of time-dependent path flows is modeled as a master problem that is solved using the method of successive averages (MSA). The determination of path travel times for a given set of path flows is the network-loading sub-problem, which is solved using the space-time queueing approach of Mahut (2000). This loading method has been shown to provide reasonably accurate results with very little computational effort. The model was applied to the Stockholm road network, which consists of 4342 links, 1980 nodes and 250 zones, representing over 11,000 turns. The results show that this model is applicable to medium-size networks with a very reasonable computation time.
在线智能交通系统(ITS)措施的评估,如自适应路线引导和交通管理系统,在很大程度上依赖于使用比实时更快的交通仿真模型。在模拟驾驶员对网络拓扑变化的适应的迭代方法中,离线需要快速运行的交通模型。本文提出了一种基于仿真的动态均衡交通分配模型。将时变路径流的确定建模为一个主问题,用逐次平均法求解。给定一组路径流的路径行进时间的确定是网络加载子问题,该问题采用Mahut(2000)的时空排队方法解决。这种加载方法已被证明可以用很少的计算量提供相当精确的结果。该模型应用于斯德哥尔摩的道路网络,该网络由4342条线路,1980个节点和250个区域组成,代表超过11,000个转弯。结果表明,该模型适用于中等规模的网络,计算时间非常合理。
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引用次数: 136
期刊
Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems
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