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

✍ Scribed by N. Palluat; D. Racoceanu; N. Zerhouni

• Publisher: Elsevier Science
• Year: 2006
• Tongue: English
• Weight: 576 KB
• Volume: 57
• Category: Article
• ISSN: 0166-3615
• DOI: 10.1016/j.compind.2006.02.013

✦ Synopsis

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.