Toward Fast and Safety-Guaranteed Trajectory Planning and Tracking for Time-Varying Systems

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2025-02-18 DOI:10.1109/TAC.2025.3543293
Seth Siriya;Mo Chen;Ye Pu
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Abstract

When deploying autonomous systems in unknown and changing environments, it is critical that their motion planning and control algorithms are computationally efficient and can be reapplied online in real time, while providing theoretical safety guarantees in the presence of disturbances. The satisfaction of these objectives becomes more challenging when considering time-varying dynamics and disturbances, which arise in real-world contexts. We develop methods with the potential to address these issues by applying an offline-computed safety guaranteeing controller on a physical system, to track a virtual system that evolves through a trajectory that is replanned online, accounting for constraints updated online. The first method we propose is designed for general time-varying systems over a finite horizon. Our second method overcomes the finite horizon restriction for periodic systems. We simulate our algorithms on a case study of an autonomous underwater vehicle subject to wave disturbances.
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时变系统快速安全轨迹规划与跟踪研究
在未知和不断变化的环境中部署自主系统时,至关重要的是,它们的运动规划和控制算法具有计算效率,并且可以实时在线重新应用,同时在存在干扰的情况下提供理论上的安全保证。当考虑到在现实环境中出现的时变动态和干扰时,这些目标的满足变得更具挑战性。通过在物理系统上应用离线计算的安全保证控制器,我们开发了有可能解决这些问题的方法,以跟踪通过在线重新规划的轨迹演变的虚拟系统,并考虑在线更新的约束条件。我们提出的第一种方法是针对有限视界上的一般时变系统设计的。第二种方法克服了周期系统的有限视界限制。我们在一个受波浪干扰的自主水下航行器的案例研究中模拟了我们的算法。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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