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Adaptive dynamic surface control for cooperative path following of underactuated marine surface vehicles via fast learning

机译:通过快速学习对欠驱动海洋水面车辆的协同路径跟踪进行自适应动态表面控制

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摘要

This study presents a solution to the problem of cooperative path following of multiple underactuated marine surface vehicles subject to dynamical uncertainties and ocean disturbances. The dedicated control designs are categorised into two envelopes. One is to steer individual underactuated marine surface vehicle to track a given spatial path; and the other is to synchronise the along-path speeds and path variables under the constraints of an underlying communication network in order to hold a desired formation pattern. Within these two formulations, a robust adaptive path-following controller is first designed for individual vehicle based on neural networks and a dynamic surface control (DSC) technique. Then, the along-path speeds and path variables are synchronised to each vehicle owing to the proposed decentralised synchronisation control law building on graph theory and Lyapunov theory. The key features of the developed controllers are that, first, the DSC technique simplifies the controller design by introducing first-order filters and avoids the calculation of derivatives of virtual control signals. Second, the developed controllers with filtering adaptive laws allow for fast learning without generating high-frequency oscillations in control signals. Rigorous theoretical analysis demonstrates that all signals in the closed-loop system are uniformly ultimately bounded. Simulation results are provided to show the efficacy of the proposed method.
机译:这项研究提出了解决动力不确定性和海洋扰动的多个欠驱动的海洋水面航行器的协同路径跟随问题的解决方案。专用控制设计分为两个信封。一种是操纵单个未驱动的海上水面航行器以跟踪给定的空间路径;另一个是在基础通信网络的约束下使沿路径速度和路径变量同步,以保持所需的形成模式。在这两个公式中,首先基于神经网络和动态表面控制(DSC)技术为单个车辆设计了一种鲁棒的自适应路径跟踪控制器。然后,由于提出了基于图论和李雅普诺夫理论的分散式同步控制律,因此沿行进速度和路径变量与每个车辆同步。所开发控制器的关键特征是,首先,DSC技术通过引入一阶滤波器来简化控制器设计,并避免了虚拟控制信号的导数的计算。其次,已开发的具有滤波自适应定律的控制器允许快速学习,而不会在控制信号中产生高频振荡。严格的理论分析表明,闭环系统中的所有信号最终均一地有界。仿真结果表明了该方法的有效性。

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