Title :
Swarm Formation Control Utilizing Elliptical Surfaces and Limiting Functions
Author :
Barnes, Laura E. ; Fields, Mary Anne ; Valavanis, Kimon P.
Author_Institution :
Autom. & Robot. Res. Inst., Univ. of Texas at Arlington, Arlington, TX, USA
Abstract :
In this paper, we present a strategy for organizing swarms of unmanned vehicles into a formation by utilizing artificial potential fields that were generated from normal and sigmoid functions. These functions construct the surface on which swarm members travel, controlling the overall swarm geometry and the individual member spacing. Nonlinear limiting functions are defined to provide tighter swarm control by modifying and adjusting a set of control variables that force the swarm to behave according to set constraints, formation, and member spacing. The artificial potential functions and limiting functions are combined to control swarm formation, orientation, and swarm movement as a whole. Parameters are chosen based on desired formation and user-defined constraints. This approach is computationally efficient and scales well to different swarm sizes, to heterogeneous systems, and to both centralized and decentralized swarm models. Simulation results are presented for a swarm of 10 and 40 robots that follow circle, ellipse, and wedge formations. Experimental results are included to demonstrate the applicability of the approach on a swarm of four custom-built unmanned ground vehicles (UGVs).
Keywords :
centralised control; decentralised control; mobile robots; motion control; multi-agent systems; particle swarm optimisation; remotely operated vehicles; artificial potential fields; artificial potential functions; custom-built unmanned ground vehicles; decentralized swarm models; elliptical surfaces; heterogeneous systems; individual member spacing; nonlinear limiting functions; sigmoid functions; swarm formation control; swarm geometry; unmanned vehicles; user-defined constraints; Formation control; multiagent systems; potential fields; swarms;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2009.2018139