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Learning agent in heuristic architecture optimization
dc.contributor | Heredia, F.-Javier (Francisco Javier) |
dc.contributor | Dr. Daniel Selva |
dc.contributor.author | Abelló Gàllego, Clara |
dc.date.accessioned | 2015-04-09T10:19:35Z |
dc.date.issued | 2015-02 |
dc.identifier.uri | http://hdl.handle.net/2099.1/25726 |
dc.description.abstract | One 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.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.subject | Àrees temàtiques de la UPC::Matemàtiques i estadística::Investigació operativa::Optimització |
dc.subject.lcsh | Management science |
dc.subject.lcsh | Operations research |
dc.subject.other | Systems architecture |
dc.subject.other | Multi-agent systems |
dc.subject.other | Heuristics |
dc.subject.other | Learning and adaptive systems |
dc.subject.other | Decision trees |
dc.title | Learning agent in heuristic architecture optimization |
dc.type | Bachelor thesis |
dc.subject.lemac | Administració--Models matemàtics |
dc.subject.lemac | Investigació operativa |
dc.subject.ams | Classificació AMS::90 Operations research, mathematical programming::90B Operations research and management science |
dc.identifier.slug | FME-1107 |
dc.rights.access | Restricted access - author's decision |
dc.date.lift | 10000-01-01 |
dc.date.updated | 2015-02-17T06:37:14Z |
dc.audience.educationlevel | Grau |
dc.audience.mediator | Universitat Politècnica de Catalunya. Facultat de Matemàtiques i Estadística |
dc.audience.degree | GRAU EN MATEMÀTIQUES (Pla 2009) |
dc.contributor.covenantee | Cornell University. Sibley School of Mechanical and Aerospace Engineering |
dc.description.mobility | Outgoing |