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Variable Prediction Horizon Control for Cooperative Landing on Moving Target
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0002-1124-5009
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).ORCID iD: 0000-0002-1927-1690
2021 (English)In: 2021 IEEE Aerospace Conference (AEROCONF 2021), Institute of Electrical and Electronics Engineers (IEEE) , 2021, article id 9438459Conference paper, Published paper (Refereed)
Abstract [en]

Motivated by applications in autonomous UAV landings on moving platforms, this paper proposes a Variable Horizon Model Predictive Control (VH-MPC) algorithm for cooperative rendezvous problems. Compared to existing VH-MPC, for which the associated computations are extensive which makes implementation on real-time UAV-platform systems most difficult, the look-ahead horizon in our VH-MPC algorithm adapts to the distance and time left to reach the rendezvous state in a computationally tractable manner. Our main contribution is the derivation of these efficient horizon-update rules. More specifically, the computational concerns in standard MPC for rendezvous maneuvers stem from that for the MPC to find a feasible solution, the look-ahead time needs to be long enough to ensure that a complete trajectory to the target set exists (i.e., the position and point in time where the two agents should meet). However, choosing a too long horizon results in expensive computations. A variable horizon can be used to find a horizon that is just long enough to make the control problem feasible, while reducing the computational complexity as the target set gets closer. To validate our proposed VH-MPC scheme, we conduct several experiments both in a realistic simulation environment (FlightGear-JSBSim, which includes nonlinear and complex dynamical effects), and in outdoors experiments with a quadrotor. Our experiments demonstrate i) the prohibitive computational cost of standard MPC, and ii) successful real-time computations of feasible trajectories and control inputs for an autonomous cooperative landing (fixed-wing UAV landing on an unmanned sea-surface vehicle), while satisfying important spatial safety-constraints (e.g., zones around the landing platform to avoid). Our experiments establish the feasibility of important future real-world applications in, e.g., sea rescue missions with fixed-wing drones and autonomous sea vessels.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE) , 2021. article id 9438459
Series
IEEE Aerospace Conference Proceedings, ISSN 1095-323X
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-301802DOI: 10.1109/AERO50100.2021.9438459ISI: 000681710103038Scopus ID: 2-s2.0-85111402689OAI: oai:DiVA.org:kth-301802DiVA, id: diva2:1593837
Conference
2021 IEEE Aerospace Conference, AERO 2021, Big Sky, 6 March 2021 - 13 March 2021
Note

QC 20210914

Part of book: ISBN 978-1-7281-7436-5

Available from: 2021-09-14 Created: 2021-09-14 Last updated: 2022-06-25Bibliographically approved

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Persson, LinneaWahlberg, Bo

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