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A Stochastic Model for Chain Collisions of Vehicles Equipped With Vehicular Communications

机译:装备有车辆通信系统的车辆链条碰撞的随机模型

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摘要

Improvement of traffic safety by cooperative vehicularapplications is one of the most promising benefits of vehicularad hoc networks (VANETs). However, to properly develop suchapplications, the influence of different driving parameters on theevent of vehicle collision must be assessed at an early design stage.In this paper, we derive a stochastic model for the number ofaccidents in a platoon of vehicles equipped with a warning collisionnotification system, which is able to inform all the vehicles aboutan emergency event. In fact, the assumption of communicationsbeing used is key to simplify the derivation of a stochastic model.The model enables the computation of the average number ofcollisions that occur in the platoon, the probabilities of the differentways in which the collisions may take place, as well as otherstatistics of interest. Although an exponential distribution has beenused for the traffic density, it is also valid for different probabilitydistributions for traffic densities, as well as for other significantparameters of the model. Moreover, the actual communicationsystem employed is independent of the model since it is abstractedby a message delay variable, which allows it to be used to evaluatedifferent communication technologies. We validate the proposedmodel with Monte Carlo simulations. With this model, one canquickly evaluate numerically the influence of different model parameters(vehicle density, velocities, decelerations, and delays) on thecollision process and draw conclusions that shed relevant guidelinesfor the design of vehicular communication systems, as wellas chain collision avoidance applications. Illustrative examples ofapplication are provided, although a systematic characterizationand evaluation of different scenarios is left as future work.
机译:通过合作的车辆应用来改善交通安全是车辆专用网络(VANET)最有希望的好处之一。但是,要正确开发此类应用程序,必须在设计的早期阶段就评估不同驾驶参数对车辆碰撞事件的影响。本文针对带有警告碰撞通知的车辆排的事故数量推导了一个随机模型。系统,该系统能够将所有紧急事件通知所有车辆。实际上,使用通信的假设是简化随机模型推导的关键。该模型可以计算排中发生的平均碰撞次数以及发生碰撞的不同方式的概率作为其他感兴趣的统计数据。尽管已将指数分布用于交通密度,但它对于交通密度的不同概率分布以及模型的其他重要参数也是有效的。此外,所采用的实际通信系统与模型无关,因为它是由消息延迟变量抽象的,因此可以将其用于评估不同的通信技术。我们用蒙特卡洛模拟验证了提出的模型。使用该模型,可以快速评估不同模型参数(车辆密度,速度,减速度和时延)对碰撞过程的影响,并得出结论,为车辆通信系统的设计以及避免链条碰撞的应用提供相关指导。提供了应用程序的说明性示例,尽管系统的表征和对不同场景的评估留待以后的工作。

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