Memorias de investigación
Artículos en revistas:
Cross-Entropy Optimization for Scaling Factors of a Fuzzy Controller: A See-and-Avoid Approach for Unmanned Aerial Systems?
Año:2013

Áreas de investigación
  • Robots aéreos,
  • Control difuso,
  • Control inteligente

Datos
Descripción
The Cross-Entropy (CE) is an efficient method for the estimation of rare-event probabilities and combinatorial optimization. This work presents a novel approach of the CE for optimization of a Soft-Computing controller. A Fuzzy controller was designed to command an unmanned aerial system (UAS) for avoiding collision task. The only sensor used to accomplish this task was a forward camera. The CE is used to reach a near-optimal controller by modifying the scaling factors of the controller inputs. The optimization was realized using the ROS-Gazebo simulation system. In order to evaluate the optimization a big amount of tests were carried out with a real quadcopter.
Internacional
Si
JCR del ISI
Si
Título de la revista
Journal of Intelligent & Robotic Systems
ISSN
0921-0296
Factor de impacto JCR
0,829
Información de impacto
Datos JCR del año 2011
Volumen
DOI
Número de revista
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Mes
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Esta actividad pertenece a memorias de investigación

Participantes
  • Autor: Miguel Ángel Olivares Mendez UPM
  • Autor: Pascual Campoy Cervera UPM
  • Autor: Luis Mejías . UPM
  • Autor: Ignacio Mellado Bataller UPM

Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Departamento: Automática, Ingeniería Electrónica e Informática Industrial