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dc.contributorHeredia, F.-Javier (Francisco Javier)
dc.contributorDr. Daniel Selva
dc.contributor.authorAbelló Gàllego, Clara
dc.date.accessioned2015-04-09T10:19:35Z
dc.date.issued2015-02
dc.identifier.urihttp://hdl.handle.net/2099.1/25726
dc.description.abstractOne of the main problems of current system design and architecture tools is the communication between the tool and the user and vice-versa. This work describes an on-going effort to improve that communication by incorporating an interactive and transparent learning agent into a multi-agent tradespace exploration tool. This learning agent mines the current population of individuals, which we will name architectures, for driving features (combination of architectural variables) that appear to drive architectures towards a "good region'' or a "bad region'' of the tradespace, and shares that information with the user. This information is used to produce a surrogate model based on a decision tree. The information about driving features is also fed to an adaptive heuristic optimization agent. Information about driving features, surrogate models, and heuristics can help the user understand the results of the tool better and gain useful architectural insight.
dc.language.isoeng
dc.publisherUniversitat Politècnica de Catalunya
dc.subjectÀrees temàtiques de la UPC::Matemàtiques i estadística::Investigació operativa::Optimització
dc.subject.lcshManagement science
dc.subject.lcshOperations research
dc.subject.otherSystems architecture
dc.subject.otherMulti-agent systems
dc.subject.otherHeuristics
dc.subject.otherLearning and adaptive systems
dc.subject.otherDecision trees
dc.titleLearning agent in heuristic architecture optimization
dc.typeBachelor thesis
dc.subject.lemacAdministració--Models matemàtics
dc.subject.lemacInvestigació operativa
dc.subject.amsClassificació AMS::90 Operations research, mathematical programming::90B Operations research and management science
dc.identifier.slugFME-1107
dc.rights.accessRestricted access - author's decision
dc.date.lift10000-01-01
dc.date.updated2015-02-17T06:37:14Z
dc.audience.educationlevelGrau
dc.audience.mediatorUniversitat Politècnica de Catalunya. Facultat de Matemàtiques i Estadística
dc.audience.degreeGRAU EN MATEMÀTIQUES (Pla 2009)
dc.contributor.covenanteeCornell University. Sibley School of Mechanical and Aerospace Engineering
dc.description.mobilityOutgoing


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