Finding 3D Dubins Paths with Pitch Angle Constraint Using Non-linear Optimization

J. Herynek, Petr Váňa, J. Faigl
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引用次数: 1

Abstract

This paper presents a novel non-linear programming formulation to find the shortest 3D Dubins path with a limited pitch angle. Such a path is suitable for fix-wing aircraft because it satisfies both the minimum turning radius and pitch angle constraints, and thus it is a feasible and smooth path in the 3D space. The proposed method utilizes the existing decoupled approach as an initial solution and improves its quality by dividing the path into small segments with constant curvature. The proposed formulation encodes the path using the direction vectors that significantly reduce the needed optimization variables. Therefore, a path with 100 segments can be optimized in about one second using conventional computational resources. Although the decoupled paths are usually within 2 % from the lower bound, the proposed approach further reduces the gap by about 30 %.
基于俯仰角约束的三维Dubins路径非线性优化研究
本文提出了一种新的非线性规划公式,用于寻找具有有限俯仰角的最短三维杜宾路径。该路径既满足最小转弯半径约束,又满足俯仰角约束,适用于固定翼飞机,在三维空间中是一种可行的光滑路径。该方法利用现有的解耦方法作为初始解,并通过将路径划分为具有恒定曲率的小段来提高解的质量。提出的公式编码路径使用的方向向量,显著减少所需的优化变量。因此,使用传统的计算资源,可以在1秒左右的时间内优化一条包含100个路段的路径。尽管解耦路径通常与下界的距离在2%以内,但所提出的方法进一步减少了约30%的差距。
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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