城市环境下飞行路径最优控制的单纯形解

Zollars, R. Cobb, David J. Grymin
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引用次数: 4

摘要

本文确定了高度约束环境下小型无人机系统的可行作战路径。最优控制软件长期以来一直用于车辆路径规划,并且当向最优控制解算器提供适当的初始猜测时,已被证明是最成功的。利用计算机动画技术,一个大的搜索空间被离散成一组简单体,其中杜宾路径解被生成并包含在一个没有路径约束的多边形搜索走廊中。然后使用直接最优控制方法确定通过新定义的搜索走廊的最优飞行路径。评估了两种情况。第一种是仅限于航向速率控制,要求飞行器保持恒定速度。第二个允许速度控制,允许较慢的速度,减少车辆的最小转弯半径和增加搜索域。结果表明,通过比较轨迹和收敛时间,将速度控制纳入路径规划算法所获得的好处,从而为SUAS约束最优控制问题提供了一种可靠的混合解决方法。
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Simplex Solutions for Optimal Control Flight Paths in Urban Environments
This paper identifies feasible fight paths for Small Unmanned Aircraft Systems in a highly constrained environment. Optimal control software has long been used for vehicle path planning and has proven most successful when an adequate initial guess is presented to an optimal control solver. Leveraging computer animation techniques, a large search space is discretized into a set of simplexes where a Dubins path solution is generated and contained in a polygonal search corridor free of path constraints. Direct optimal control methods are then used to determine the optimal flight path through the newly defined search corridor. Two scenarios are evaluated. The first is limited to heading rate control only, requiring the air vehicle to maintain constant speed. The second allows for velocity control which permits slower speeds, reducing the vehicles minimum turn radius and increasing the search domain. Results illustrate the benefits gained when including speed control to path planning algorithms by comparing trajectory and convergence times, resulting in a reliable, hybrid solution method to the SUAS constrained optimal control problem.
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