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ShanghaiTech University Knowledge Management System
Stable Interaction of Autonomous Vehicle Platoons with Human-Driven Vehicles | |
2022-06-11 | |
会议录名称 | 2022 AMERICAN CONTROL CONFERENCE (ACC)
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ISSN | 0743-1619 |
发表状态 | 已发表 |
DOI | 10.23919/ACC53348.2022.9867210 |
摘要 | A necessary prerequisite for the safe interaction of autonomous systems with a human-driven vehicle is for the overall closed-loop system (autonomous systems plus human-driven vehicle) to be stable. This paper studies the safe and stable interaction between a platoon of autonomous vehicles and a set of human-driven vehicles. Considering the longitudinal motion of the vehicles in the platoon, the problem is to ensure a safe emergency braking by the autonomous platoon considering the actions of human-driven vehicles, which may vary based on the driver type. We consider two types of platoon topologies, namely unidirectional and bidirectional. Safe emergency braking is characterized by a specific type of platoon stability, called head-to-tail stability (HTS). We present system-theoretic necessary and sufficient conditions for the combination of the autonomous platoon and human-driven vehicles to be HTS for two platoon control laws, namely the velocity tracking and the platoon formation. Modeling the input-output behavior of each vehicle via a transfer function, the HTS conditions restrict the human-driven vehicles’ transfer functions to have H∞ norms below certain thresholds. A safe interaction algorithm first identifies the transfer functions of the human-driven vehicles. Then, it tunes the platoon control gains such that the overall system meets HTS conditions. Theoretical results are validated with both experimental data with human subject studies and simulation studies. |
关键词 | High-temperature superconductors Sufficient conditions Transfer functions Stability analysis Data models Topology Behavioral sciences |
会议地点 | Atlanta, GA, USA |
会议日期 | 8-10 June 2022 |
URL | 查看原文 |
收录类别 | EI |
来源库 | IEEE |
文献类型 | 会议论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/235995 |
专题 | 信息科学与技术学院_PI研究组_江智浩组 信息科学与技术学院_硕士生 信息科学与技术学院_本科生 |
通讯作者 | Pirani, Mohammad |
作者单位 | 1.University of Waterloo, Department of Electrical and Computer Engineering, Canada; 2.ShanghaiTech University, School of Information Science and Technologies, China |
推荐引用方式 GB/T 7714 | Pirani, Mohammad,She, Yining,Tang, Renzhi,et al. Stable Interaction of Autonomous Vehicle Platoons with Human-Driven Vehicles[C],2022. |
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