DocumentCode
722912
Title
Cooperative Unmanned Aerial Vehicles formation via decentralized LBMPC
Author
Hafez, Ahmed T. ; Givigi, Sidney N. ; Yousefi, Shahram ; Noureldin, Aboelmaged
Author_Institution
Dept. of Electr. & Comput. Eng., Queens Univ., Kingston, ON, Canada
fYear
2015
fDate
16-19 June 2015
Firstpage
377
Lastpage
383
Abstract
In this paper, a team of cooperative Unmanned Aerial Vehicles (UAVs) maintains a desired geometrical formation while tracking a reference trajectory using a new control approach. Decentralized Learning Based Model Predictive Control (DLBMPC) is a new control technique that combines statistical learning along with control engineering while providing guarantees on safety, robustness and convergence. The ability of the proposed DLBMPC controller in solving the problem of formation for a team of cooperative UAVs is solved in simulation. The designed controller respects the general formation constraints known as Reynolds rules of flocking. Our main contribution in this paper lays in the stabilization of a group of cooperative UAVs, in a desired formation, while tracking a reference trajectory using DLBMPC in the presence of model uncertainties.
Keywords
autonomous aerial vehicles; control system synthesis; convergence; decentralised control; learning (artificial intelligence); multi-robot systems; multivariable control systems; predictive control; robust control; statistical analysis; trajectory control; uncertain systems; DLBMPC controller design; control engineering; convergence factor; cooperative UAV team; cooperative unmanned aerial vehicle formation; decentralized LBMPC; decentralized learning based model predictive control; flocking rules; general geometrical formation constraints; model uncertainties; reference trajectory tracking; robustness factor; safety factor; stabilization; statistical learning; Collision avoidance; Mathematical model; Optimization; Safety; Trajectory; Vehicle dynamics; Vehicles; Convex Optimization; Cooperative Robotics; Learning Based Model Predictive Control; Unmanned Aerial Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Automation (MED), 2015 23th Mediterranean Conference on
Conference_Location
Torremolinos
Type
conf
DOI
10.1109/MED.2015.7158778
Filename
7158778
Link To Document