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Watch and Learn: Learning to control feedback linearizable systems from expert demonstrations | IEEE Conference Publication | IEEE Xplore

Watch and Learn: Learning to control feedback linearizable systems from expert demonstrations


Abstract:

In this paper, we revisit the problem of learning a stabilizing controller from a finite number of demonstrations by an expert. By focusing on feedback linearizable syste...Show More

Abstract:

In this paper, we revisit the problem of learning a stabilizing controller from a finite number of demonstrations by an expert. By focusing on feedback linearizable systems, we show how to combine expert demonstrations into a stabilizing controller, provided that demonstrations are sufficiently long and there are at least n+1 of them, where n is the number of states of the system being controlled. The results are experimentally demonstrated on a CrazyFlie 2.0 quadrotor.
Date of Conference: 23-27 May 2022
Date Added to IEEE Xplore: 12 July 2022
ISBN Information:
Conference Location: Philadelphia, PA, USA

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