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Emission Mitigation via Longitudinal Control of Intelligent Vehicles in a Congested Platoon

机译:通过纵向控制智能交通在拥挤排中的排放

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Drivers' car-following behavior, coupled with inaccurate perception of ambient conditions, contributes to oscillations and significant emissions in congested highway traffic. The emergence of intelligent vehicles and modern communication technologies provides an opportunity to reduce adverse impacts of human factors and dynamically control car-following vehicles. This article proposes a nonlinear model predictive control (MPC) approach for emission mitigation via longitudinal control of intelligent vehicles in a congested platoon. To relieve the real-time optimization burden, we also propose an instantaneous control model which is essentially a simplified MPC approach with a short and identical prediction and control horizon. The proposed vehicle control strategies are tested using a series of simulations, and results verify that localized and instantaneous control of a few intelligent vehicles could reduce emissions of a platoon of vehicles. The proposed models are also applied to field trajectory data, and results show that the instantaneous emission optimization model significantly reduces emissions without increasing travel time. The effectiveness of the proposed vehicle control on emission mitigation and traffic stabilization is found to increase with the percentage (penetration rate) of intelligent vehicles in the congested vehicle platoon.
机译:驾驶员的跟车行为,加上对周围环境状况的不正确理解,导致拥挤的高速公路交通产生振荡和大量排放。智能车辆和现代通信技术的出现提供了减少人为因素的不利影响并动态控制跟驰车辆的机会。本文提出了一种非线性模型预测控制(MPC)方法,该方法通过在拥挤排中的智能车辆的纵向控制来减轻排放。为了减轻实时优化负担,我们还提出了一种瞬时控制模型,该模型实质上是一种简化的MPC方法,具有较短且相同的预测和控制范围。所提出的车辆控制策略通过一系列模拟进行了测试,结果验证了对一些智能车辆的局部和即时控制可以减少一排车辆的排放。所提出的模型还应用于野外轨迹数据,结果表明,瞬时排放优化模型可在不增加行驶时间的情况下显着减少排放。发现所提出的车辆控制在减少排放和交通稳定方面的有效性随着拥挤车辆排中智能车辆的百分比(渗透率)而增加。

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    Univ Illinois, Dept Civil & Environm Engn, Urbana, IL, Peoples R China|Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China;

    Zhejiang Univ, Coll Civil Engn & Architecture, Hangzhou 310003, Zhejiang, Peoples R China|Univ Maryland, Dept Civil & Environm Engn, College Pk, MD 20742 USA;

    Univ Illinois, Dept Civil & Environm Engn, Urbana, IL, Peoples R China;

    Tsinghua Univ, Dept Civil Engn, Beijing 100084, Peoples R China;

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