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An Event-triggered Visual Servoing Predictive Control Strategy for the Surveillance of Contour-based Areas using Multirotor Aerial Vehicles

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Auteur
Aspragkathos S.N., Sinani M., Karras G.C., Panetsos F., Kyriakopoulos K.J.
Date
2022
Language
en
DOI
10.1109/IROS47612.2022.9981176
Sujet
Antennas
Energy utilization
Model predictive control
Optimal control systems
Visual servoing
Aerial vehicle
Autonomous surveillance
Control inputs
Event-triggered
Image based visual servoing
Model predictive controllers
Multirotors
Non-linear modelling
Predictive control strategy
Visual-servoing
Deep neural networks
Institute of Electrical and Electronics Engineers Inc.
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Résumé
In this paper, an Event-triggered Image-based Visual Servoing Nonlinear Model Predictive Controller (ET-IBVS-NMPC) for multirotor aerial vehicles is presented. The proposed scheme is developed for the autonomous surveillance of contour-based areas with different characteristics (e.g. forest paths, coastlines, road pavements). For this purpose, an appropriately trained Deep Neural Network (DNN) is employed for the accurate detection of the contours. In an effort to reduce the remarkably large computational cost required by an IBVS-NMPC algorithm, a triggering condition is designed to define when the Optimal Control Problem (OCP) should be resolved and new control inputs will be calculated. Between two successive triggering instants, the control input trajectory is applied to the robot in an open-loop fashion, which means that no control input computations are required. As a result, the system's computing effort and energy consumption are lowered, while its autonomy and flight duration are increased. The visibility and input constraints, as well as the external disturbances, are all taken into account throughout the control design. The efficacy of the proposed strategy is demonstrated through a series of real-time experiments using a quadrotor and an octorotor both equipped with a monocular downward looking camera. © 2022 IEEE.
URI
http://hdl.handle.net/11615/70874
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  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19743]

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