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Adaptive-based Distributed Cooperative Multi-Robot Coverage

Identifieur interne : 000678 ( Main/Exploration ); précédent : 000677; suivant : 000679

Adaptive-based Distributed Cooperative Multi-Robot Coverage

Auteurs : Alessandro Renzaglia [France] ; Lefteris Doitsidis [Grèce] ; Agostino Martinelli [France] ; Elias Kosmatopoulos [Grèce]

Source :

RBID : Hal:inria-00607085

Abstract

In this paper we present a solution to the problem of positioning a team of mobile robots for a surveillance task in a non-convex environment with unknown obstacles. The problem is addressed taking into account several physical and environmental constraints like limited sensor capabilities, obstacle-avoidance, etc. The goal is to maximize the area monitored by the team, by identifying the best configuration of the team members. Due to the non-convex nature of the problem, an analytical solution cannot be obtained. The proposed method is based on a new cognitive-based, adaptive optimization algorithm (CAO). This method allows getting coordinated and scalable controls to accomplish the task. Furthermore, we propose a different formulation of the problem in order to obtain a distributed solution which allows us to consider also limited communication capabilities. Extensive simulations are presented to evaluate the efficiency of the proposed algorithm and to compare centralized and distributed approach.

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Le document en format XML

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<name sortKey="Kosmatopoulos, Elias" sort="Kosmatopoulos, Elias" uniqKey="Kosmatopoulos E" first="Elias" last="Kosmatopoulos">Elias Kosmatopoulos</name>
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<orgName>Informatics & Telematics Insitute [Thessaloniki]</orgName>
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<div type="abstract" xml:lang="en">In this paper we present a solution to the problem of positioning a team of mobile robots for a surveillance task in a non-convex environment with unknown obstacles. The problem is addressed taking into account several physical and environmental constraints like limited sensor capabilities, obstacle-avoidance, etc. The goal is to maximize the area monitored by the team, by identifying the best configuration of the team members. Due to the non-convex nature of the problem, an analytical solution cannot be obtained. The proposed method is based on a new cognitive-based, adaptive optimization algorithm (CAO). This method allows getting coordinated and scalable controls to accomplish the task. Furthermore, we propose a different formulation of the problem in order to obtain a distributed solution which allows us to consider also limited communication capabilities. Extensive simulations are presented to evaluate the efficiency of the proposed algorithm and to compare centralized and distributed approach.</div>
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