Swarm-GAP: A Swarm Based Approximation Algorithm for E-GAP
Autor(a) principal: | |
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Data de Publicação: | 2006 |
Outros Autores: | |
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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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 |
format |
conferenceObject |
status_str |
publishedVersion |
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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eng |
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info:eu-repo/semantics/openAccess |
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openAccess |
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