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Self-Organization of Patrolling-Ant Algorithms

Identifieur interne : 004464 ( Hal/Corpus ); précédent : 004463; suivant : 004465

Self-Organization of Patrolling-Ant Algorithms

Auteurs : Arnaud Glad ; Olivier Buffet ; Olivier Simonin ; François Charpillet

Source :

RBID : Hal:inria-00429571

Abstract

We consider here multi-agent patrolling as the task for a group of agents to repeatedly visit all the cells of a discrete environment. Wagner et al. (1999) have introduced patrolling ant algorithms, where each agent can only mark and move according to its local perception of the environment. Among various results, it has been experimentally observed that for some algorithms the agents often self-organize in stable cycles which are near optimal in terms of visit frequency. This property is particularly interesting as it guarantees the long-term performance of the patrol. The present paper focuses on the convergence behavior of a typical ant-based algorithm, EVAW. The main contribution of this paper is to theoretically prove that the group of agents self-organizes in cycles under certain hypotheses. These hypotheses rely on some implementation details that allow to control the predictability of the system. In addition to these qualitative results on the convergence behavior, we aim at experimentally evaluating its characteristics. This led us to a second contribution: an algorithm that detects steady states. Finally, we propose an improved behavior that dramatically speeds up the self-organization and allows us to experiment on larger problems (both in terms of size and number of agents).

Url:
DOI: 10.1109/SASO.2009.39

Links to Exploration step

Hal:inria-00429571

Le document en format XML

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<div type="abstract" xml:lang="en">We consider here multi-agent patrolling as the task for a group of agents to repeatedly visit all the cells of a discrete environment. Wagner et al. (1999) have introduced patrolling ant algorithms, where each agent can only mark and move according to its local perception of the environment. Among various results, it has been experimentally observed that for some algorithms the agents often self-organize in stable cycles which are near optimal in terms of visit frequency. This property is particularly interesting as it guarantees the long-term performance of the patrol. The present paper focuses on the convergence behavior of a typical ant-based algorithm, EVAW. The main contribution of this paper is to theoretically prove that the group of agents self-organizes in cycles under certain hypotheses. These hypotheses rely on some implementation details that allow to control the predictability of the system. In addition to these qualitative results on the convergence behavior, we aim at experimentally evaluating its characteristics. This led us to a second contribution: an algorithm that detects steady states. Finally, we propose an improved behavior that dramatically speeds up the self-organization and allows us to experiment on larger problems (both in terms of size and number of agents).</div>
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<author role="aut">
<persName>
<forename type="first">Olivier</forename>
<surname>Simonin</surname>
</persName>
<email>Olivier.Simonin@loria.fr</email>
<idno type="halAuthorId">210500</idno>
<orgName ref="#struct-300291"></orgName>
<affiliation ref="#struct-2355"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">François</forename>
<surname>Charpillet</surname>
</persName>
<email>francois.charpillet@loria.fr</email>
<idno type="idHal">francois-charpillet</idno>
<idno type="halAuthorId">129571</idno>
<orgName ref="#struct-300009"></orgName>
<affiliation ref="#struct-2355"></affiliation>
</author>
</analytic>
<monogr>
<meeting>
<title>Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO'09)</title>
<date type="start">2009-09-14</date>
<date type="end">2009-09-18</date>
<settlement>San Francisco</settlement>
<country key="US">United States</country>
</meeting>
<imprint>
<publisher>IEEE</publisher>
<biblScope unit="serie">Proceedings of the third IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO'09)</biblScope>
<biblScope unit="pp">61-70</biblScope>
<date type="datePub">2009</date>
</imprint>
</monogr>
<idno type="doi">10.1109/SASO.2009.39</idno>
</biblStruct>
</sourceDesc>
<profileDesc>
<langUsage>
<language ident="en">English</language>
</langUsage>
<textClass>
<classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
<classCode scheme="halDomain" n="info.info-ma">Computer Science [cs]/Multiagent Systems [cs.MA]</classCode>
<classCode scheme="halTypology" n="COMM">Conference papers</classCode>
</textClass>
<abstract xml:lang="en">We consider here multi-agent patrolling as the task for a group of agents to repeatedly visit all the cells of a discrete environment. Wagner et al. (1999) have introduced patrolling ant algorithms, where each agent can only mark and move according to its local perception of the environment. Among various results, it has been experimentally observed that for some algorithms the agents often self-organize in stable cycles which are near optimal in terms of visit frequency. This property is particularly interesting as it guarantees the long-term performance of the patrol. The present paper focuses on the convergence behavior of a typical ant-based algorithm, EVAW. The main contribution of this paper is to theoretically prove that the group of agents self-organizes in cycles under certain hypotheses. These hypotheses rely on some implementation details that allow to control the predictability of the system. In addition to these qualitative results on the convergence behavior, we aim at experimentally evaluating its characteristics. This led us to a second contribution: an algorithm that detects steady states. Finally, we propose an improved behavior that dramatically speeds up the self-organization and allows us to experiment on larger problems (both in terms of size and number of agents).</abstract>
</profileDesc>
</hal>
</record>

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