DocumentCode :
1969723
Title :
Heterogeneous Swarm Formation Control Using Bivariate Normal Functions to Generate Potential Fields
Author :
Barnes, Laura ; Alvis, Wendy ; Fields, MaryAnne ; Valavanis, Kimon ; Moreno, Wilfrido
Author_Institution :
Dept. of Comput. Sci. & Eng., South Florida Univ., Tampa, FL
fYear :
2006
fDate :
15-16 June 2006
Firstpage :
85
Lastpage :
94
Abstract :
A novel method is presented for dynamic heterogeneous swarm formation control with potential fields generated from bivariate normal probability density functions (pdfs) used to construct the surface which swarm members move on, controlling swarm geometry, individual member spacing, and managing obstacle avoidance. Limiting functions are defined to provide tighter swarm control by modifying and adjusting a set of control variables forcing the swarm to behave according to set constraints. Bivariate normal functions and limiting functions are combined to guarantee obstacle avoidance and control swarm member orientation and swarm movement as a whole. This approach compared to others, is simple, computationally efficient, scales well to different swarm sizes, to heterogeneous systems, and to both centralized and decentralized swarm models. The method is applied to a simple vehicle model and simulation results are presented for a heterogeneous swarm of ten robot vehicles following line and ellipse formations
Keywords :
artificial life; collision avoidance; geometry; mobile robots; normal distribution; bivariate normal probability density functions; dynamic heterogeneous swarm formation control; limiting functions; obstacle avoidance; potential fields; robot vehicles; set constraints; swarm geometry; swarm member orientation control; swarm movement control; vehicle model; Communication system control; Computational modeling; Control systems; Information geometry; Intelligent robots; Intelligent systems; Probability density function; Remotely operated vehicles; Robot kinematics; Vehicle dynamics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Distributed Intelligent Systems: Collective Intelligence and Its Applications, 2006. DIS 2006. IEEE Workshop on
Conference_Location :
Prague
Print_ISBN :
0-7695-2589-X
Type :
conf
DOI :
10.1109/DIS.2006.33
Filename :
1633423
Link To Document :
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