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Calibration of traffic micro-simulation models using the simplex algorithm 基于单纯形算法的交通微观仿真模型标定
Kyu-Ok Kim, L. Rilett
In recent years micro-simulation has become increasingly important in transportation system modeling. An on-going question is whether they adequately represent reality and whether adequate data exists with which to calibrate these models. Fortunately, over the last ten years there has been a rapid deployment of ITS technologies in most urban areas of North America. While the ITS are developed primarily for real-time traffic operations the data typically are archived and is available for traffic micro-simulation calibration. This paper presents a calibration approach for micro-simulation model which uses ITS data and is based on the sequential simplex algorithm. The test bed is a 23 kilometer section of Interstate 10 in Houston, Texas. Two micro-simulation models (CORSIM and TRANSIMS) were calibrated for the AM Peak for two different OD matrices. It was found that the simplex algorithm had better results then either the default values or a simple, manual calibration.
近年来,微观仿真在交通运输系统建模中发挥着越来越重要的作用。一个持续存在的问题是,它们是否充分地代表了现实,以及是否存在足够的数据来校准这些模型。幸运的是,在过去的十年里,智能交通技术在北美的大多数城市地区得到了迅速的部署。虽然智能交通系统主要是为实时交通操作而开发的,但数据通常是存档的,可用于交通微观模拟校准。提出了一种基于顺序单纯形算法的基于ITS数据的微仿真模型标定方法。试验台位于德克萨斯州休斯顿10号州际公路23公里处。两个微模拟模型(CORSIM和TRANSIMS)对两种不同外径矩阵的AM峰进行了校准。结果发现,单纯形算法比默认值或简单的手动校准效果更好。
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引用次数: 1
Vehicle trajectory generation for optimal driving guidance 最优驾驶引导的车辆轨迹生成
Li Li, Feiyue Wang
This paper address the issue of generating an optimum trajectory for driving intelligent vehicles equipped with digital maps. The vehicle dynamic equation is incorporated into the design formulation for trajectory generation under several performance indices. A numerical procedure for solving the general optimum trajectory generation using a cell mapping method is developed. To demonstrate the effectiveness of the proposed solution, case studies for minimum time, energy, and jerk trajectories are conducted.
本文研究了如何为配备数字地图的智能车辆生成最优行驶轨迹的问题。将飞行器动力学方程纳入设计公式,在多个性能指标下进行轨迹生成。提出了用单元映射法求解一般最优轨迹生成的数值方法。为了证明所提出的解决方案的有效性,进行了最小时间、能量和振动轨迹的案例研究。
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引用次数: 11
Traffic monitoring using short-long term background memory 使用短时长背景记忆的交通监控
D. Guo, Y. C. Hwang, Y. Adrian, C. Laugier
Background subtraction is an efficient technique in vision-based traffic monitoring, it segments the moving vehicle from the video sequences by comparing the incoming frame to the model of background scene. The presented work is a simple approach of adaptive background modeling in which the short term memory (STM) and long term memory (LTM) are introduced to construct the whole background memory. The color cue is used to build the model of pixel, u* and v* chrominancy components are carefully selected from modified L*u*v* color space, they are perceptually uniform such that color difference could be measured properly. Furthermore, object shadows are suppressed because the luminancy effects are removed. A simple prototype cell is defined to characterize the background scene by its 'circular influence field'. The match of prototype cell is measured by the Euclidean distance between the incoming pixel and prototype cell. The most recent prototype cells are stored in STM, they adapt quickly for the variations of background scene, but false detections easily occurs when the background has the high frequency variations. In LTM, prototype cells store the stable representation of the background scene, which are able to reduce the computation of STM updating. The adaptive learning procedure is carried out in both STM and LTM, it is able to deal with the scene changes. This background model is evaluated by the traffic video stream, experimental results show that the proposed approach is feasible for the traffic monitoring.
背景减法是一种有效的基于视觉的交通监控技术,它通过将输入帧与背景场景模型进行比较,从视频序列中分割出运动的车辆。本文提出了一种简单的自适应背景建模方法,即引入短期记忆和长期记忆来构建整个背景记忆。利用颜色线索构建像素模型,从修改后的L*u*v*色彩空间中精心选择u*和v*色度分量,使其在感知上一致,从而可以正确测量色差。此外,物体阴影被抑制,因为亮度的影响被消除。定义了一个简单的原型单元,通过其“圆形影响场”来表征背景场景。原型单元的匹配是通过输入像素与原型单元之间的欧氏距离来衡量的。将最新的原型单元存储在STM中,能够快速适应背景场景的变化,但当背景变化频率较大时,容易出现误检。在LTM中,原型单元存储了背景场景的稳定表示,从而减少了STM更新的计算量。自适应学习过程是在STM和LTM中进行的,它能够处理场景的变化。通过交通视频流对该背景模型进行了评价,实验结果表明该方法对交通监控是可行的。
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引用次数: 2
A neuro-fuzzy system approach for forecasting short-term freeway traffic flows 短期高速公路交通流预测的神经模糊系统方法
Long Chen, Feiyue Wang
Because the neuro-fuzzy system (NFS) combines the learning capability of neural networks and the decision structure of fuzzy inference systems, it is very useful in the modeling, control, and forecasting of complex systems such as traffic systems. This paper proposes a form of neuro-fuzzy systems (NFS) and applies it to forecast short-term traffic flows. Different learning algorithms for the NFS have been tested and evaluated using actual traffic data collected from the Loop 3 Freeway in Beijing, China. These test results indicate that the NFS based approach is an effective method for short-tern traffic flow forecasting. To demonstrate the advantage of the proposed approach, a comparison with a typical neural network based approach has been made.
由于神经模糊系统(NFS)结合了神经网络的学习能力和模糊推理系统的决策结构,它在交通系统等复杂系统的建模、控制和预测方面非常有用。本文提出了一种神经模糊系统(NFS),并将其应用于短期交通流预测。NFS的不同学习算法已经使用从中国北京3环路高速公路收集的实际交通数据进行了测试和评估。试验结果表明,基于NFS的方法是一种有效的短期交通流预测方法。为了证明该方法的优越性,与典型的基于神经网络的方法进行了比较。
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引用次数: 7
An experimental station for real-time traffic monitoring on a urban road 一种用于城市道路实时交通监控的试验站
A. Iera, A. Modafferi, G. Musolino, A. Vitetta
Several researches have been conducted on real-time traffic monitoring topic and relevant applications in the same field have been developed in the last years. Interesting results have been obtained from the integrated utilization of different technologies (traffic monitoring tools, information transmission systems, etc.). The paper reports on a research activity in progress concerning the implementation of an integrated system for real-time traffic monitoring, through video sensors and inductive loops, and their real-time transmission from a survey station to a remote operational lab. The survey station has been implemented in an urban road of Reggio Calabria (Italy), where a high number of buses and private vehicles interact with pedestrian flow. The first results concern the system test and evaluation in order to develop a reliable survey system-prototype for urban roads; the acquisition of an extended data-base for different traffic and environmental conditions.
近年来,人们对实时交通监控这一课题进行了大量的研究,并在同一领域开发了相关的应用。不同技术(交通监控工具、信息传输系统等)的综合利用取得了有趣的结果。本文报告了正在进行的一项研究活动,涉及通过视频传感器和感应回路实施实时交通监测综合系统,并将其从测量站实时传输到远程操作实验室。该监测站已在意大利雷焦卡拉布里亚的一条城市道路上实施,那里有大量的公共汽车和私家车与行人流量相互作用。第一部分是对系统的测试和评估,目的是开发一个可靠的城市道路测量系统原型;获取针对不同交通和环境条件的扩展数据库。
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引用次数: 8
A reusable HLA federation for simulation of airport traffic assistance/automation systems 用于模拟机场交通辅助/自动化系统的可重复使用HLA联盟
M. Adelantado, C. Damioli, A. Dedieu
To operate an airport at its maximum capacity, especially under poor weather conditions, several regulations, equipment or computer-based assistance systems are currently under evaluation. The French Aeronautics and Space Research Center (ONERA) is carrying out a federative R&D project to propose solutions which enhance traffic management of future airports while maintaining safety. One goal of this initiative is to evaluate through simulation several levels of automation, assistance equipment, and tools for controllers, To achieve this goal, a reusable High Level Architecture kernel federation has been designed. In this paper, we describe the architecture of this federation and discuss how it can be easily reused to integrate existing simulators of airport traffic assistance or automation systems. The HLA federation has been written in C++ and Java languages, and uses the RTI NG freely available from the Defense Modeling and Simulation Office (DMSO).
为了使机场最大限度地运作,特别是在恶劣天气条件下,目前正在评估若干条例、设备或以计算机为基础的辅助系统。法国航空航天研究中心(ONERA)正在开展一项联邦研发项目,提出在保持安全的同时加强未来机场交通管理的解决方案。该计划的一个目标是通过仿真来评估多个级别的自动化、辅助设备和控制器工具。为了实现这一目标,设计了一个可重用的高级体系结构内核联盟。在本文中,我们描述了该联盟的体系结构,并讨论了如何容易地重用它来集成现有的机场交通辅助或自动化系统模拟器。HLA联盟是用c++和Java语言编写的,并使用了国防建模与仿真办公室(DMSO)免费提供的RTI NG。
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引用次数: 4
Vehicle position accuracy exchanged among vehicles in the V-PEACE scheme V-PEACE方案中车辆之间的位置精度交换
T. Kitamura, T. Nagaosa, T. Hasegawa, K. Mori, H. Kobayashi
This paper describes vehicle position accuracy exchanged among vehicles in the V-PEACE (Vehicle Position Environment Acquisition and Communication Evolution) scheme. Vehicles in the V-PEACE scheme can exchange position information with each other by broadcasting pulses on TDM (Time Division Multiplex) frames. The pulse is transmitted with unique timing determined by the vehicle's position on the road. A vehicle that received the pulse can distinguish the position and the length of the transmitting vehicle on the road from the position and the width of the pulse on the TDM frame. In this paper, the authors examine the accuracy of the received information when exchanging position information pulses among vehicles on the road. A performance evaluation is carried out concerning the accuracy of vehicle position information transmitted under the multipath environment with consideration of reflection on the road, other vehicles and roadside wall surface via computer simulation.
本文描述了V-PEACE (vehicle position Environment Acquisition and Communication Evolution,车辆位置环境获取与通信演化)方案中车辆之间的位置精度交换。V-PEACE方案中的车辆可以通过在时分复用(TDM)帧上广播脉冲来交换彼此的位置信息。脉冲的传输时间由车辆在道路上的位置决定。接收脉冲的车辆可以从TDM帧上脉冲的位置和宽度区分出发射车辆在道路上的位置和长度。在本文中,作者检验了在道路上的车辆之间交换位置信息脉冲时接收信息的准确性。通过计算机仿真对多径环境下传输的车辆位置信息的准确性进行了性能评价,同时考虑了对道路、其他车辆和路边壁面的反射。
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引用次数: 1
Stop and go vehicle longitudinal model 停行车辆纵向模型
H. Phtsuka, L. Vlacic
In this paper a vehicle longitudinal model targeted towards tow velocity adaptive cruise control systems Is presented through a review of conventional models. The vehicle model obtained has two inputs, namely the engine input and the brake input. Also it is described by the composite of the power-train system model, the brake system model and the drive-train model. The response of the proposed model is examined through numerical simulation.
本文通过对传统模型的回顾,提出了一种针对拖曳速度自适应巡航控制系统的车辆纵向模型。所得到的车辆模型有两个输入,即发动机输入和制动输入。并采用动力系统模型、制动系统模型和传动系统模型的组合描述。通过数值模拟验证了该模型的响应。
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引用次数: 7
Nonlinear observer design for automatic steering of vehicles 车辆自动转向非线性观测器设计
J.R. Zhang, S.J. Xu
This paper studies the observer design for automatic steering. The coupled longitudinal and lateral motion is considered. A nonlinear transformation is used to transfer the system into an affinely nonlinear system. A nonlinear observer is proposed to estimate the yaw rate of vehicle. Simulation results show that the designed observer is effective.
本文研究了自动转向观测器的设计。考虑了纵向和横向的耦合运动。利用非线性变换将系统转化为仿射非线性系统。提出了一种非线性观测器来估计飞行器的横摆角速度。仿真结果表明,所设计的观测器是有效的。
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引用次数: 6
An experimental consideration for road guide sign understanding in ITS ITS中道路引导标志理解的实验思考
T. Kato, A. Kobayasi, H. Hase, M. Yoneda
In this paper, we present a road guide sign recognition method the driver support system in intelligent transportation systems (ITS). Generally, on a guide sign, there are arrows representing directions and characters representing destinations and distances. First, arrows are detected using their shape characteristics. Next, the sign is classified using the number of arrow objects and the number of arrowheads. Then, the characters on the sign are assigned to their corresponding arrowheads by segmenting the sign using arrowhead positions. Finally, after the character recognition process, we obtain the information of directions, destinations and distances. We tested 65 images of zoomed in signs. 154 arrowheads on these signs were detected completely. In 62 images, characters were assigned to corresponding arrowheads successfully. Hence, our method is effective for sign image understanding.
本文提出了一种基于驾驶员支持系统的道路引导标志识别方法。一般来说,路标上有代表方向的箭头和代表目的地和距离的文字。首先,利用箭头的形状特征进行检测。接下来,使用箭头物体的数量和箭头的数量对符号进行分类。然后,通过使用箭头位置分割符号,将符号上的字符分配到相应的箭头上。最后,经过字符识别处理,得到方向、目的地和距离信息。我们测试了65张放大的标志图片。这些标志上的154个箭头被完全检测出来。在62幅图像中,成功地将字符分配到相应的箭头上。因此,我们的方法对符号图像的理解是有效的。
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引用次数: 8
期刊
Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems
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