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Safely Optimizing Highway Traffic with Robust Model Predictive Control-based Cooperative Adaptive Cruise Control

机译:用鲁棒模型预测安全优化公路交通   基于控制的协同自适应巡航控制

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摘要

Road traffic crashes have been the leading cause of death among young people.Most of these accidents occur when the driver becomes distracted due to fatigueor external factors. Vehicle platooning systems such as Cooperative AdaptiveCruise Control (CACC) are one of the results of the effort devoted to thedevelopment of technologies for decreasing the number of road crashes andfatalities. Previous studies have suggested such systems improve up to 273\%highway traffic throughput and fuel consumption in more than 15\% if theclearance between vehicles in this class of roads can be reduced to 2 meters.This paper proposes an approach that guarantees a minimum safety distancebetween vehicles taking into account the overall system delays and brakingcapacity of each vehicle. A $l\infty$-norm Robust Model Predictive Controller(RMPC) is developed to guarantee the minimum safety distance is not violateddue to uncertainties on the lead vehicle behavior. A formulation for a lowerbound clearance of vehicles inside a platoon is also proposed. Simulationresults show the performance of the proposed approach compared to a nominalcontroller when the system is subject to both modeled and unmodeleddisturbances.
机译:道路交通事故一直是年轻人死亡的主要原因,其中大多数事故发生在驾驶员由于疲劳或外部因素而分心的时候。诸如协同自适应巡航控制(CACC)之类的车辆排系统是致力于减少道路交通事故和人员伤亡数量的技术开发的成果之一。以前的研究表明,如果此类道路之间的车辆间隙可以减小到2米,则此类系统可将公路交通吞吐量提高273%,燃油消耗提高15%以上。本文提出了一种可确保最低安全性的方法考虑到整个系统的延迟和每辆车的制动能力,车辆之间的距离。制定了一个\ l \ infty $范数的鲁棒模型预测控制器(RMPC),以确保不会因驾驶员行为的不确定性而违反最小安全距离。还提出了排内车辆下界间隙的公式。仿真结果表明,与标称控制器相比,当系统同时受到模型和非模型扰动时,该方法的性能均优于标称控制器。

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