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Towards adaptive autopilots for fixed-wing unmanned aerial vehicles

机译:用于固定翼无人驾驶飞行器的自适应自动驾驶仪

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Control of fixed-wing Unmanned Aerial Vehicles (UAVs) is typically organized according to two layers: the low-level control or autopilot, and the high-level control or guidance. The disadvantage of this modular design is that an intelligent guidance layer may become ineffective if the autopilot layer cannot deal with uncertainty. In fact, the required knowledge derived from linearization of equations of motion (trimming points) makes most autopilots sensitive to uncertainty. In this work, we study an autopilot framework where the knowledge of the UAV dynamics and of trimming points is not required. The proposed design, tested with complex UAV dynamics, can emulate the behavior of a carefully tuned off-the-shelf autopilot, without using its a priori knowledge.
机译:固定翼无人机(无人机)的控制通常根据两层组织:低级控制或自动驾驶仪,以及高级控制或指导。这种模块化设计的缺点是,如果自动驾驶仪层不能处理不确定性,智能引导层可能会变得无效。事实上,从运动方程(修剪点)的线性化的所需知识使大多数自动驾驶波罗对不确定性敏感。在这项工作中,我们研究了一个自动驾驶仪框架,其中不需要了解UAV动态和修剪点的知识。使用复杂的UAV动态测试的建议设计可以模拟仔细调谐的自给式自动驾驶仪的行为,而无需使用其先验知识。

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