A Theoretical Analysis of the Velocity Obstacle Method for Nonholonomic Vehicles and Underactuated Surface Vessels

IF 4.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Aurora Haraldsen;Martin Syre Wiig;Kristin Ytterstad Pettersen
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引用次数: 0

Abstract

Collision avoidance (CA) systems are pivotal for enabling vehicles to autonomously complete tasks in environments containing obstacles. With its low computational burden and underlying flexibility, the velocity obstacle (VO) algorithm presents a favorable method to avoid collisions, which is based on representing obstacles in the velocity space. In this study, we use the VO principle to form a reactive strategy for vehicles to avoid collisions with dynamic obstacles, which is applied to two different classes of systems, specifically nonholonomic vehicles and underactuated surface vessels. Instead of producing velocity references, the algorithm outputs collision-free directions, thus circumventing the need for explicitly controlling the vehicle speed. Moreover, the majority of existing VO approaches are only supported by simulations and experiments of specific CA scenarios, and the few studies that include some theoretical assurance are based on assumptions that cannot be guaranteed in the general case. In this article, we consider factors such as vehicle dynamics and constraints in a rigorous analysis of the algorithm. We analytically derive conditions ensuring feasibility of the avoidance maneuvers and overall safety of the vehicle, which provide intuitive requirements on the parameters of the algorithm. The theoretical results are supported through simulations and experiments of the strategy applied to a nonholonomic vehicle and an underactuated marine vessel.
非全局性车辆和动力不足水面船只的速度障碍法理论分析
避撞(CA)系统对于车辆在含有障碍物的环境中自主完成任务至关重要。速度障碍物(VO)算法具有低计算负担和基本灵活性,是一种基于在速度空间中表示障碍物的有利避撞方法。在本研究中,我们利用 VO 原理为车辆制定了一种避免与动态障碍物相撞的反应策略,并将其应用于两类不同的系统,特别是非自主车辆和动力不足的水面舰艇。该算法不产生速度参考,而是输出无碰撞方向,从而避免了明确控制车辆速度的需要。此外,现有的大多数 VO 方法都只得到了特定 CA 场景的模拟和实验的支持,而少数包含一些理论保证的研究都是基于在一般情况下无法保证的假设。在本文中,我们在对算法进行严格分析时考虑了车辆动态和约束条件等因素。我们通过分析推导出确保避让机动可行性和车辆整体安全性的条件,这些条件为算法参数提供了直观的要求。通过对应用于非全局性车辆和动力不足的船舶的策略进行模拟和实验,为理论结果提供了支持。
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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