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dc.contributor.authorCasadiego, Luiselena
dc.contributor.authorPelechano Gómez, Núria
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament de Ciències de la Computació
dc.date.accessioned2015-10-29T12:44:27Z
dc.date.available2016-08-31T00:30:30Z
dc.date.issued2015
dc.identifier.citationCasadiego, L., Pelechano, N. From one to many: Simulating groups of agents with reinforcement learning controllers. A: International Conference on Intelligent Virtual Agents. "Intelligent Virtual Agents: 15th International Conference, IVA 2015: Delft, The Netherlands, August 26-28, 2015: proceedings". Delft: 2015, p. 119-123.
dc.identifier.isbn978-3-319-21996-7
dc.identifier.urihttp://hdl.handle.net/2117/78495
dc.description.abstractSimulation of crowd behavior has been approached through many different methodologies, but the problem of mimicking human decisions and reactions remains a challenge for all. We propose an alternative model for simulation of pedestrian movements using Reinforcement Learning. Taking the approach of microscopic models, we train an agent to move towards a goal while avoiding obstacles. Once one agent has learned, its knowledge is transferred to the rest of the members of the group by sharing the resulting Q-Table. This results in individual behavior leading to emergent group behavior. We present a framework with states, actions and reward functions general enough to easily adapt to different environment configurations.
dc.format.extent5 p.
dc.language.isoeng
dc.subjectÀrees temàtiques de la UPC::Informàtica::Intel·ligència artificial
dc.subject.lcshCrowds -- Computer simulation
dc.subject.lcshReinforcement learning
dc.subject.otherCrowd simulation
dc.titleFrom one to many: Simulating groups of agents with reinforcement learning controllers
dc.typeConference lecture
dc.subject.lemacMultituds -- Simulació per ordinador
dc.subject.lemacAprenentatge per reforç
dc.contributor.groupUniversitat Politècnica de Catalunya. ViRVIG - Grup de Recerca en Visualització, Realitat Virtual i Interacció Gràfica
dc.identifier.doi10.1007/978-3-319-21996-7 12
dc.description.peerreviewedPeer Reviewed
dc.relation.publisherversionhttp://link.springer.com/chapter/10.1007/978-3-319-21996-7_12
dc.rights.accessOpen Access
local.identifier.drac16834297
dc.description.versionPostprint (author’s final draft)
dc.relation.projectidinfo:eu-repo/grantAgreement/MINECO//TIN2014-52211-C2-1-R/ES/GENERACION, SIMULACION Y VISUALIZACION DE MODELOS 3D A PARTIR DE GRANDES CONJUNTOS DE DATOS. APLICACIONES EN LA MEJORA DE LA CALIDAD DE VIDA DE LAS PERSONAS Y SU ENTORNO/
local.citation.authorCasadiego, L.; Pelechano, N.
local.citation.contributorInternational Conference on Intelligent Virtual Agents
local.citation.pubplaceDelft
local.citation.publicationNameIntelligent Virtual Agents: 15th International Conference, IVA 2015: Delft, The Netherlands, August 26-28, 2015: proceedings
local.citation.startingPage119
local.citation.endingPage123


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