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Navegación de una apiladora industrial mediante aprendizaje por refuerzo

Authors: Candela Arias, Raúl;

Navegación de una apiladora industrial mediante aprendizaje por refuerzo

Abstract

El proyecto consiste en la aplicación de técnicas de Aprendizaje por Refuerzo (Reinforcement Learning) en la navegación de una apiladora autónoma en un entorno real industrial. En particular, la navegación consistirá en el transporte de palés en un almacén compuesto por estanterías de cuatro niveles de altura. El algoritmo debe planificar la ruta óptima desde la carga de un palé en origen hasta la descarga del palé en destino. Para ello debe seleccionar la secuencia óptima de acciones de avance y/o retroceso para las posibles orientaciones de llegada. Se realizarán tanto pruebas de simulación como pruebas experimentales en un apiladora real circulando en un entorno industrial.

Country
Spain
Related Organizations
Keywords

Navegación, Aprendizaje por refuezo, Apiladora industrial, Teoría de la Señal y Comunicaciones

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green