Title :
Eyes in the Sky: Decentralized Control for the Deployment of Robotic Camera Networks
Author :
Schwager, Mac ; Julian, Brian J. ; Angermann, Michael ; Rus, Daniela
Author_Institution :
Comput. Sci. & Artificial Intell. Lab. (CSAIL), Massachusetts Inst. of Technol. (MIT), Cambridge, MA, USA
Abstract :
This paper presents a decentralized control strategy for positioning and orienting multiple robotic cameras to collectively monitor an environment. The cameras may have various degrees of mobility from six degrees of freedom, to one degree of freedom. The control strategy is proven to locally minimize a novel metric representing information loss over the environment. It can accommodate groups of cameras with heterogeneous degrees of mobility (e.g., some that only translate and some that only rotate), and is adaptive to robotic cameras being added or deleted from the group, and to changing environmental conditions. The robotic cameras share information for their controllers over a wireless network using a specially designed multihop networking algorithm. The control strategy is demonstrated in repeated experiments with three flying quadrotor robots indoors, and with five flying quadrotor robots outdoors. Simulation results for more complex scenarios are also presented.
Keywords :
aerospace robotics; cameras; decentralised control; image sensors; robot vision; wireless sensor networks; decentralized control strategy; flying quadrotor robots; information sharing; multihop networking algorithm; multiple robotic cameras positioning; robotic camera network deployment; wireless network; Ad hoc networks; Cameras; Cost function; Distributed control; Mobile communication; Multirobot systems; Nonlinear control systems; Robot vision systems; Unmanned aerial vehicles; Wireless sensor networks; Distributed algorithms; distributed control; mobile ad hoc networks; multirobot systems; networked control systems; nonlinear control systems; unmanned aerial vehicles (UAVs); wireless sensor networks;
Journal_Title :
Proceedings of the IEEE
DOI :
10.1109/JPROC.2011.2158377