DocumentCode
646373
Title
Consensus-based source-seeking with a circular formation of agents
Author
Brinon-Arranz, Lara ; Schenato, L.
Author_Institution
Dept. of Autom. Control, GIPSALab, Grenoble, France
fYear
2013
fDate
17-19 July 2013
Firstpage
2831
Lastpage
2836
Abstract
This paper deals with the source-seeking problem in which a group of autonomous vehicles must locate and follow the source of some signal based on measurements of the signal strength at different positions. As recently suggested, the gradient of the signal strength can be approximated by a circular formation of agents via a simple weighted average of the signal measured by the agents. Using this result, we propose a distributed source-seeking algorithm based on a consensus method which is guaranteed to steer the circular formation towards the source location using the estimated gradient direction. The proposed algorithm is provided with two tunable parameters that allow for a tradeoff between speed of convergence, noise filtering and formation stability. The benefit of using consensus-based algorithms resides in a more realist discrete time control of the agents and in asynchronous communication resilient to delays which is particularly relevant for underwater applications. The analytic results are finally complemented with numerical simulations.
Keywords
autonomous underwater vehicles; filtering theory; gradient methods; signal processing; stability; asynchronous communication; autonomous vehicles; circular formation; consensus-based source-seeking; estimated gradient direction; formation stability; noise filtering; numerical simulations; signal strength; source location; Approximation algorithms; Computational modeling; Convergence; Pollution measurement; Position measurement; Vectors; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 2013 European
Conference_Location
Zurich
Type
conf
Filename
6669782
Link To Document