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Stochastic modeling for vehicle platoons (I): Dynamic grouping behavior and online platoon recognition

机译:车辆排的随机建模(I):动态分组行为和在线排识别

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A vehicle platoon is a group of vehicles traveling together at approximately the same speed. Traffic platooning is an important phenomenon that can substantially increase the capacity of roads. This two-part paper presents a new approach to stochastic dynamic modeling for vehicle platoons. In part I, we develop a vehicle platoon model with two interconnected components: a Markov regime-switching stochastic process that is used to model the dynamic behavior of platoon-to-platoon transitions, and a state space model that is employed to describe individual vehicles' dynamic movements within each vehicle platoon. On the basis of the developed stochastic dynamic model, we then develop an algorithm for online platoon recognition. The proposed stochastic dynamic model for vehicle platoons also provides a new approach to vehicle speed filtering for traffic with a platoon structure. (C) 2016 Elsevier Ltd. All rights reserved.
机译:车辆排是一组以大致相同的速度一起行驶的车辆。交通排队是一种重要现象,可以大大增加道路通行能力。本文分为两部分,介绍了一种用于车辆排的随机动态建模的新方法。在第一部分中,我们开发了具有两个相互连接的组件的车辆排模型:一个用于建模排到排过渡的动态行为的马尔可夫状态切换随机过程,以及用于描述单个车辆的状态空间模型每个车辆排内的动态运动。在已开发的随机动力学模型的基础上,我们接着开发了用于在线排识别的算法。所提出的用于车辆排的随机动力学模型还为具有排结构的交通提供了一种新的车辆速度过滤方法。 (C)2016 Elsevier Ltd.保留所有权利。

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