A neuro-fuzzy monitoring system. Application to flexible production systems

N. Palluat, D. Racoceanu, N. Zerhouni

Producción científica: Contribución a una revistaArtículorevisión exhaustiva

21 Citas (Scopus)

Resumen

The multiple reconfiguration and the complexity of the modern production system lead to design intelligent monitoring aid systems. Accordingly, the use of neuro-fuzzy technics seems very promising. In this paper, we propose a new monitoring aid system composed by a dynamic neural network detection tool and a neuro-fuzzy diagnosis tool. Learning capabilities due to the neural structure permit us to update the monitoring aid system. The neuro-fuzzy network provides an abductive diagnosis. Moreover it takes into account the uncertainties on the maintenance knowledge by giving a fuzzy characterization of each cause. At the end, we illustrate the industrial usefulness of the proposed dynamic neuro-fuzzy monitoring system trough a flexible production system monitoring application.

Idioma originalInglés
Páginas (desde-hasta)528-538
Número de páginas11
PublicaciónComputers in Industry
Volumen57
N.º6
DOI
EstadoPublicada - ago. 2006
Publicado de forma externa

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