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Online Path Planning for Surface Vehicles Exposed to Unknown Ocean Currents Using Pseudospectral Optimal Control

机译:利用伪谱最优控制揭示未知海流的地面车辆在线路径规划

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摘要

This paper investigates the feasibility of using pseudospectral (PS) optimal control in real-time path planning for marine surface vehicles in environments where both obstacles and unknown disturbances are present. In particular, the simplified kinematic equations of an underactuated marine surface vehicle exposed to unknown ocean currents are considered, and the software package DIDO is used to compute the optimal path via PS optimization, initially assuming the ocean current is zero. In that case, the resulting path is minimum-length (similar to Dubins path) but not minimum-time. The main contribution concerns the addition of a nonlinear observer, which estimates online the effects of the ocean current on the vehicle, and that of a guidance system which generates appropriate reference trajectories in order to minimize the position error and track the optimal trajectory successfully. It is shown that through occasional replanning, according to the information about the ocean current parameters coming from the observer, the updated path converges to the minimum-time path. Two different implementations of the approach are presented and illustrated through numerical simulations.
机译:本文研究了在存在障碍物和未知干扰的环境中,在海上水面车辆的实时路径规划中使用伪谱(PS)最优控制的可行性。特别地,考虑了暴露于未知洋流的欠驱动的海洋水面航行器的简化运动学方程,并且最初假设洋流为零,使用软件包DIDO通过PS优化来计算最佳路径。在这种情况下,生成的路径为最小长度(类似于Dubins路径),但不是最小时间。主要贡献涉及添加一个非线性观测器,该观测器在线估计洋流对车辆的影响,以及一个导引系统的导引系统,该导引系统会生成适当的参考轨迹,以最大程度地减小位置误差并成功跟踪最佳轨迹。结果表明,通过偶尔的重新计划,根据来自观察者的有关洋流参数的信息,更新后的路径会收敛到最小时间路径。通过数值模拟介绍并说明了该方法的两种不同实现。

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