Observatorio de I+D+i UPM

Memorias de investigación
Ponencias en congresos:
A Supervised Approach to Electric Tower Detection and Classification for Power Line Inspection.
Año:2014
Áreas de investigación
  • Inteligencia artificial,
  • Ingenierías,
  • Visión por computador
Datos
Descripción
Inspection of power line infrastructures must be periodically conducted by electric companies in order to ensure reliable electric power distribution. Research efforts are focused on automating the power line inspection process by looking for strategies that satisfy the different requirements of the inspection: simultaneously detect transmission towers, check for defects, and analyze security distances. Following this direction, this paper proposes a supervised learning approach for solving the tower detection and classification problem, where HOG features are used to train two MLP (multi-layer perceptron) neural networks. The first classifier is used for background- foreground separation, and the second multi-class MLP is used for classifying 4 different types of electric towers. A thorough evaluation of the tower detection and classification approach has been carried out on image data from real inspections tasks with different types of towers and backgrounds. In the different evaluations that were conducted highly encouraging results were obtained. This shows that a learning-based approach is a promising technique for power line inspection.
Internacional
Si
Nombre congreso
IEEE World Congress on Computational Intelligence
Tipo de participación
960
Lugar del congreso
Beijing, China
Revisores
Si
ISBN o ISSN
DOI
10.1109/IJCNN.2014.6889836
Fecha inicio congreso
06/07/2014
Fecha fin congreso
11/07/2014
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Título de las actas
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Carlos Sampedro Perez (UPM)
  • Autor: Carol Viviana Martinez Luna (UPM)
  • Autor: Aneesh Chauhan . (UPM)
  • Autor: Pascual Campoy Cervera (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Centro o Instituto I+D+i: Centro de Automática y Robótica (CAR). Centro Mixto UPM-CSIC
  • Departamento: Automática, Ingeniería Eléctrica y Electrónica e Informática Industrial
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