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arxiv 1805.09875 v1 pith:7Z2FBXSA submitted 2018-05-24 cs.RO cs.SYeess.SY

Autonomous Thermalling as a Partially Observable Markov Decision Process (Extended Version)

classification cs.RO cs.SYeess.SY
keywords autonomousthermallingcontrollerexistingflightsuavsactiveaddress
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Small uninhabited aerial vehicles (sUAVs) commonly rely on active propulsion to stay airborne, which limits flight time and range. To address this, autonomous soaring seeks to utilize free atmospheric energy in the form of updrafts (thermals). However, their irregular nature at low altitudes makes them hard to exploit for existing methods. We model autonomous thermalling as a POMDP and present a receding-horizon controller based on it. We implement it as part of ArduPlane, a popular open-source autopilot, and compare it to an existing alternative in a series of live flight tests involving two sUAVs thermalling simultaneously, with our POMDP-based controller showing a significant advantage.

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