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Rapid transfer of controllers between UAVs using learning-based adaptive control

机译:使用基于学习的自适应控制在UaV之间快速传输控制器

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摘要

Commonly used Proportional-Integral-Derivative based UAV flight controllers are often seen to provide adequate trajectory-tracking performance, but only after extensive tuning. The gains of these controllers are tuned to particular platforms, which makes transferring controllers from one UAV to other time-intensive. This paper formulates the problem of control-transfer from a source system to a transfer system and proposes a solution that leverages well-studied techniques in adaptive control. It is shown that concurrent learning adaptive controllers improve the trajectory tracking performance of a quadrotor with the baseline linear controller directly imported from another quadrotor whose inertial characteristics and throttle mapping are very different. Extensive flight-testing, using indoor quadrotor platforms operated in MIT's RAVEN environment, is used to validate the method.
机译:经常看到基于比例-积分-微分的常用无人机飞行控制器可提供足够的轨迹跟踪性能,但仅在经过广泛调整后才能实现。这些控制器的增益被调整到特定的平台,这使得将控制器从一架无人机转移到另一架耗时的过程成为可能。本文提出了从源系统到转移系统的控制转移问题,并提出了一种在自适应控制中利用经过充分研究的技术的解决方案。结果表明,并发学习自适应控制器通过从惯性特性和油门映射非常不同的另一个四旋翼直接导入基线线性控制器,改善了四旋翼的轨迹跟踪性能。使用在MIT的RAVEN环境中运行的室内四旋翼平台进行的广泛飞行测试用于验证该方法。

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