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MPPI Parallel Trajectory Optimization for Guidance in Rotorcraft Shipboard Landing

机译:MPPI并行轨迹优化在旋翼飞机舰船着陆中的制导

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Rotorcraft shipboard landing is one of the most challenging operations for rotorcraft pilots owing to the workload associated with the task, which can be attributed to a variety of environmental conditions like random ship motion, heavy sea states and unsteady aerodynamic conditions. This paper explores the effectiveness of Model Predictive Path Integral (MPPI) approach, a stochastic optimal control method, for parallel trajectory optimization as a guidance solution to the rotorcraft shipboard landing problem. Specifically, the computational efficiency for real time guidance solutions afforded by the MPPI approach in comparison to its sequential counterpart is evaluated. Furthermore, a sensitivity analysis of MPPI parameter selection on its performance is carried out. The performance of the developed MPPI algorithms for real time guidance in helicopter ship board landing is demonstrated using nonlinear model simulations of a helicopter executing a symmetric landing profile aligned with the ship deck centerline.
机译:由于与任务相关的工作量,旋翼飞机的船上着陆是旋翼飞机飞行员最具挑战性的操作之一,这可以归因于多种环境条件,例如随机的船舶运动,重海状态和不稳定的空气动力学条件。本文探讨了模型预测路径积分(MPPI)方法(一种随机最优控制方法)对于并行轨迹优化作为旋翼飞机舰船着陆问题的指导解决方案的有效性。具体而言,评估了MPPI方法相对于其顺序对应方法所提供的实时指导解决方案的计算效率。此外,对MPPI参数选择的性能进行了敏感性分析。使用执行与舰船甲板中心线对齐的对称着陆剖面的直升机的非线性模型仿真,可以证明开发的MPPI算法在直升机舰船着陆中实时导航的性能。

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