AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK

Ad hoc teamwork refers to the challenge of designing agents that can influence the behavior of a team, without prior coordination with its teammates. This paper considers influencing a flock of simple robotic agents to adopt a desired behavior within the context of ad hoc teamwork. Specifically, we...

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Main Authors: Katie Genter, Peter Stone
Format: Article
Language:English
Published: CTU Central Library 2016-02-01
Series:Acta Polytechnica
Subjects:
Online Access:https://ojs.cvut.cz/ojs/index.php/ap/article/view/3441
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author Katie Genter
Peter Stone
author_facet Katie Genter
Peter Stone
author_sort Katie Genter
collection DOAJ
description Ad hoc teamwork refers to the challenge of designing agents that can influence the behavior of a team, without prior coordination with its teammates. This paper considers influencing a flock of simple robotic agents to adopt a desired behavior within the context of ad hoc teamwork. Specifically, we examine how the ad hoc agents should behave in order to orient a flock towards a target heading as quickly as possible when given knowledge of, but no direct control over, the behavior of the flock. We introduce three algorithms which the ad hoc agents can use to influence the flock, and we examine the relative importance of coordinating the ad hoc agents versus planning farther ahead when given fixed computational resources. We present detailed experimental results for each of these algorithms, concluding that in this setting, inter-agent coordination and deeper lookahead planning are no more beneficial than short-term lookahead planning.
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spelling doaj.art-58d8d012662b4e968819ff737a19fe322022-12-22T03:56:03ZengCTU Central LibraryActa Polytechnica1210-27091805-23632016-02-01561182610.14311/APP.2016.56.00183103AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCKKatie Genter0Peter Stone1Department of Computer Science, The University of Texas at Austin, Austin, TX, USA 78712Department of Computer Science, The University of Texas at Austin, Austin, TX, USA 78712Ad hoc teamwork refers to the challenge of designing agents that can influence the behavior of a team, without prior coordination with its teammates. This paper considers influencing a flock of simple robotic agents to adopt a desired behavior within the context of ad hoc teamwork. Specifically, we examine how the ad hoc agents should behave in order to orient a flock towards a target heading as quickly as possible when given knowledge of, but no direct control over, the behavior of the flock. We introduce three algorithms which the ad hoc agents can use to influence the flock, and we examine the relative importance of coordinating the ad hoc agents versus planning farther ahead when given fixed computational resources. We present detailed experimental results for each of these algorithms, concluding that in this setting, inter-agent coordination and deeper lookahead planning are no more beneficial than short-term lookahead planning.https://ojs.cvut.cz/ojs/index.php/ap/article/view/3441Ad Hoc Teamwork, Agent Cooperation, Coordination, Flocking
spellingShingle Katie Genter
Peter Stone
AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK
Acta Polytechnica
Ad Hoc Teamwork, Agent Cooperation, Coordination, Flocking
title AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK
title_full AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK
title_fullStr AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK
title_full_unstemmed AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK
title_short AD HOC TEAMWORK BEHAVIORS FOR INFLUENCING A FLOCK
title_sort ad hoc teamwork behaviors for influencing a flock
topic Ad Hoc Teamwork, Agent Cooperation, Coordination, Flocking
url https://ojs.cvut.cz/ojs/index.php/ap/article/view/3441
work_keys_str_mv AT katiegenter adhocteamworkbehaviorsforinfluencingaflock
AT peterstone adhocteamworkbehaviorsforinfluencingaflock