Formation Tracking of Open Multi-ASV Systems Subject to External Disturbances and Unmodeled Dynamics

IF 7.4
Xiaodong Li;Guanghui Wen;Xiao Fang
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Abstract

This paper investigates the formation tracking problem for open multiple autonomous surface vessel (multi-ASV) systems subject to external disturbances and unmodeled dynamics. Unlike conventional multi-ASV systems with a fixed number of ASVs, an open multi-ASV system allows ASVs to leave or join the formation freely, which naturally leads to a dynamically evolving communication topology. These structural variations directly affect the information exchange and the control execution, introducing significant challenges to the achievement of formation tracking. To address these issues, a hierarchical control protocol is developed. First, a distributed observer is designed to estimate the formation tracking error and the velocity of the leader. Then, a virtual controller is constructed to generate reference velocity signals for each ASV. Based on the reference signal, a controller is subsequently designed to regulate the motion of each ASV. To compensate for unmodeled dynamics, a neural network-based estimator is incorporated into the control loop. Furthermore, an analytical method is proposed to characterize the evolution of the error system when an ASV leaves or joins the formation. By constructing appropriate inequalities and employing Lyapunov-based techniques, the formation tracking problem of open multi-ASV systems with external disturbances and unmodeled dynamics is effectively addressed using the proposed control protocol. The effectiveness of the theoretical results is validated through a simulation example.
受外部干扰和未建模动力学影响的开放式多asv系统编队跟踪
研究了受外部干扰和未建模动力学影响的开放式多自主水面舰艇(multi-ASV)系统的编队跟踪问题。与固定asv数量的传统多asv系统不同,开放式多asv系统允许asv自由离开或加入编队,这自然会导致动态发展的通信拓扑结构。这些结构变化直接影响了信息交换和控制执行,给实现地层跟踪带来了重大挑战。为了解决这些问题,开发了分层控制协议。首先,设计了分布式观测器来估计编队跟踪误差和leader的速度。然后,构造虚拟控制器生成各ASV的参考速度信号。基于参考信号,随后设计控制器来调节每个ASV的运动。为了补偿未建模的动力学,在控制回路中加入了基于神经网络的估计器。此外,还提出了一种分析方法来表征ASV离开或加入地层时误差系统的演化。通过构造适当的不等式并采用基于lyapunov的技术,利用所提出的控制协议有效地解决了具有外部干扰和未建模动力学的开放式多asv系统的编队跟踪问题。通过仿真算例验证了理论结果的有效性。
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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