Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP

Detalhes bibliográficos
Autor(a) principal: Ferreira Júnior, Paulo Roberto
Data de Publicação: 2006
Outros Autores: Bazzan, Ana Lúcia Cetertich
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UFPel - Guaiaca
Texto Completo: http://guaiaca.ufpel.edu.br/handle/123456789/89
Resumo: Coordinating e orts of teams of professionals to search and rescue victims of emergency situations is a key point in dis- aster management. The disasters scenarios have been mod- elled as a distributed and large scale Extended Generalized Allocation Problem (E-GAP).We propose a novel algorithm to approximate the solution of E-GAP based on the theoret- ical division of labor models from colonies of social insects (swarms), called Swarm-GAP. This algorithm uses a proba- bilistic decision model, based on the social insects tendency of performing certain tasks. Each agent has an individual threshold used together with a stimulus associated with the tasks to compute that tendency. The Swarm-GAP means low communication and uses simple mechanisms. We show that the Swarm-GAP achieves rewards very close to the ones achieved by a greedy centralized approach.
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spelling 2010-10-06T13:16:36Z2010-10-06T13:16:36Z2006FERREIRA JÚNIOR, Paulo Roberto ; BAZZAN, Ana Lúcia Cetertich . Swarm-GAP: a swarm based approximation algorithm for E-GAP. In: First International Workshop on Agent Technology for Disaster Management (ATDM 2006) - 5th International Joint Conference on Autonomous Agents And Multiagent Systems (AAMAS 2006), 2006, Hakodate. First International Workshop on Agent Technology for Disaster Management (ATDM 2006), 2006. v. 1. p. 49-55.http://guaiaca.ufpel.edu.br/handle/123456789/89Coordinating e orts of teams of professionals to search and rescue victims of emergency situations is a key point in dis- aster management. The disasters scenarios have been mod- elled as a distributed and large scale Extended Generalized Allocation Problem (E-GAP).We propose a novel algorithm to approximate the solution of E-GAP based on the theoret- ical division of labor models from colonies of social insects (swarms), called Swarm-GAP. This algorithm uses a proba- bilistic decision model, based on the social insects tendency of performing certain tasks. Each agent has an individual threshold used together with a stimulus associated with the tasks to compute that tendency. The Swarm-GAP means low communication and uses simple mechanisms. We show that the Swarm-GAP achieves rewards very close to the ones achieved by a greedy centralized approach.Large scale multiagent systemsTask and resource allocation in agente systemscollective and emergent agent behaviorSwarm-GAP: A Swarm Based Approximation Algorithm for E-GAPinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectFerreira Júnior, Paulo RobertoBazzan, Ana Lúcia Cetertichengreponame:Repositório Institucional da UFPel - Guaiacainstname:Universidade Federal de Pelotas (UFPEL)instacron:UFPELinfo:eu-repo/semantics/openAccessORIGINALtrabalho_evento_07.pdftrabalho_evento_07.pdfapplication/pdf329276http://guaiaca.ufpel.edu.br/xmlui/bitstream/123456789/89/1/trabalho_evento_07.pdfec5f51a20cd185ecc9f2429370cedd58MD51open accessLICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://guaiaca.ufpel.edu.br/xmlui/bitstream/123456789/89/2/license.txt8a4605be74aa9ea9d79846c1fba20a33MD52open accessTEXTtrabalho_evento_07.pdf.txttrabalho_evento_07.pdf.txtExtracted Texttext/plain31162http://guaiaca.ufpel.edu.br/xmlui/bitstream/123456789/89/3/trabalho_evento_07.pdf.txte38ef6711c6e275378703694e80946c8MD53open accessTHUMBNAILtrabalho_evento_07.pdf.jpgtrabalho_evento_07.pdf.jpgGenerated Thumbnailimage/jpeg1851http://guaiaca.ufpel.edu.br/xmlui/bitstream/123456789/89/4/trabalho_evento_07.pdf.jpg9f4f0f0b210618852c81b9ab99e070e2MD54open access123456789/892020-06-12 23:26:59.792open accessoai:guaiaca.ufpel.edu.br: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Repositório InstitucionalPUBhttp://repositorio.ufpel.edu.br/oai/requestrippel@ufpel.edu.br || repositorio@ufpel.edu.br || aline.batista@ufpel.edu.bropendoar:2020-06-13T02:26:59Repositório Institucional da UFPel - Guaiaca - Universidade Federal de Pelotas (UFPEL)false
dc.title.pt_BR.fl_str_mv Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
title Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
spellingShingle Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
Ferreira Júnior, Paulo Roberto
Large scale multiagent systems
Task and resource allocation in agente systems
collective and emergent agent behavior
title_short Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
title_full Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
title_fullStr Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
title_full_unstemmed Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
title_sort Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
author Ferreira Júnior, Paulo Roberto
author_facet Ferreira Júnior, Paulo Roberto
Bazzan, Ana Lúcia Cetertich
author_role author
author2 Bazzan, Ana Lúcia Cetertich
author2_role author
dc.contributor.author.fl_str_mv Ferreira Júnior, Paulo Roberto
Bazzan, Ana Lúcia Cetertich
dc.subject.por.fl_str_mv Large scale multiagent systems
Task and resource allocation in agente systems
collective and emergent agent behavior
topic Large scale multiagent systems
Task and resource allocation in agente systems
collective and emergent agent behavior
description Coordinating e orts of teams of professionals to search and rescue victims of emergency situations is a key point in dis- aster management. The disasters scenarios have been mod- elled as a distributed and large scale Extended Generalized Allocation Problem (E-GAP).We propose a novel algorithm to approximate the solution of E-GAP based on the theoret- ical division of labor models from colonies of social insects (swarms), called Swarm-GAP. This algorithm uses a proba- bilistic decision model, based on the social insects tendency of performing certain tasks. Each agent has an individual threshold used together with a stimulus associated with the tasks to compute that tendency. The Swarm-GAP means low communication and uses simple mechanisms. We show that the Swarm-GAP achieves rewards very close to the ones achieved by a greedy centralized approach.
publishDate 2006
dc.date.issued.fl_str_mv 2006
dc.date.accessioned.fl_str_mv 2010-10-06T13:16:36Z
dc.date.available.fl_str_mv 2010-10-06T13:16:36Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
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dc.identifier.citation.fl_str_mv FERREIRA JÚNIOR, Paulo Roberto ; BAZZAN, Ana Lúcia Cetertich . Swarm-GAP: a swarm based approximation algorithm for E-GAP. In: First International Workshop on Agent Technology for Disaster Management (ATDM 2006) - 5th International Joint Conference on Autonomous Agents And Multiagent Systems (AAMAS 2006), 2006, Hakodate. First International Workshop on Agent Technology for Disaster Management (ATDM 2006), 2006. v. 1. p. 49-55.
dc.identifier.uri.fl_str_mv http://guaiaca.ufpel.edu.br/handle/123456789/89
identifier_str_mv FERREIRA JÚNIOR, Paulo Roberto ; BAZZAN, Ana Lúcia Cetertich . Swarm-GAP: a swarm based approximation algorithm for E-GAP. In: First International Workshop on Agent Technology for Disaster Management (ATDM 2006) - 5th International Joint Conference on Autonomous Agents And Multiagent Systems (AAMAS 2006), 2006, Hakodate. First International Workshop on Agent Technology for Disaster Management (ATDM 2006), 2006. v. 1. p. 49-55.
url http://guaiaca.ufpel.edu.br/handle/123456789/89
dc.language.iso.fl_str_mv eng
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