Unscented Guidance for Waypoint Navigation of a Fixed-Wing UAV

被引:0
|
作者
Shaffer, Richard [1 ]
Karpenko, Mark [2 ]
Gong, Qi [3 ]
机构
[1] Univ Calif Santa Cruz, Dept Appl Math & Stat, Santa Cruz, CA 95064 USA
[2] US Navy, Postgrad Sch, Monterey, CA 93943 USA
[3] Univ Calif Santa Cruz, Appl Math & Stat, Santa Cruz, CA 95064 USA
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aerodynamic uncertainty can lead to large variations in the dynamics of fixed-wing unmanned aerial vehicles. Thus, waypoint navigation is normally done using a feedback controller. In some environments navigation can be done in the open-loop provided that the control is desensitized to the uncertainty. In this paper, unscented optimal control is used to design such open-loop controls for guiding a UAV between waypoints. The unscented optimal control problem considers the effects of parametric uncertainty and is formulated as a deterministic optimal control problem so that it can be solved computationally. The results show an improvement of 30% in the mean terminal error and a 35% reduction in the standard deviation for a canonical turn maneuver. A second unscented problem that includes an additional control over the thrust provides an improvement of 50% in the mean error and a 60% reduction in the standard deviation. The unscented guidance provides a new framework for waypoint navigation and could prove to be a promising approach for non ideal environments.
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页码:473 / 478
页数:6
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