Optimization-Based Coordination of Automated and Human-Driven Vehicles in Confined Sites

IF 3.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control Systems Technology Pub Date : 2024-07-03 DOI:10.1109/TCST.2024.3417068
Stefan Kojchev;Robert Hult;Maximilian Kneissl;Jonas Fredriksson
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Abstract

This article presents a two-stage optimization-based methodology to control the motion of automated vehicles (AVs) in confined sites where human-driven vehicles (HDVs) are also present. A centralized high-level controller computes the state and input trajectories of the AVs based on the estimated driving behavior of the HDVs such that occupancy conflicts are avoided in cross-intersections, narrow roads, and merge crossings. The high-level controller consists of a component tasked with computing the occupancy order of these zones and a subsequent component that utilizes the calculated order for obtaining the optimal state and input trajectories of the AVs. Through closed-loop simulations, we demonstrate the capability of the proposed approach to consider and partially control the HDVs and the benefit of the method to an alternative approach in terms of energy consumption.
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基于优化的封闭场地内自动驾驶车辆与人工驾驶车辆的协调
本文提出了一种基于两阶段优化的方法,用于控制人类驾驶车辆(hdv)也存在的受限场地中的自动驾驶车辆(av)的运动。中央高级控制器根据自动驾驶汽车的估计驾驶行为计算自动驾驶汽车的状态和输入轨迹,从而避免在交叉路口、狭窄道路和合并路口发生占用冲突。高级控制器由一个负责计算这些区域占用顺序的组件和一个后续组件组成,该组件利用计算的顺序获得自动驾驶汽车的最佳状态和输入轨迹。通过闭环仿真,我们证明了所提出的方法考虑和部分控制hdv的能力,以及该方法在能源消耗方面的替代方法的优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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