Title :
Predictive modelling of the monitoring function. A predictive modelling application for fault states in a manufacturing system
Author :
Minca, Eugenia ; Racoceanu, Daniel ; Dragomir, Otilia ; Stefan, Veronica ; Dragomir, Florin
Author_Institution :
Comput. Sci. & Electr. Eng. Dept., Valahia Univ. of Targoviste, Targoviste, Romania
Abstract :
A new tool for non-autonomous hierarchical systems modelling is proposed in this article. This tool is used for the modelling of monitoring functions and integrates the fuzzy logic in the temporal aspect of the events occurrence. The tool is also suited for the development of the hierarchical and distributed typologies structures and in modelling of recurrent functions. The proposed hierarchical systems are structured on hierarchical levels. On each level there are events with equal probabilities of occurrence/detection. The proposed typologies ensure a recurrent behaviour to the horizontal firing of the networks, which allows the detection of the occurrence/persistence of the monitored external events. In this context, the Recurrent Synchronized Fuzzy Petri Nets (PNetSinFREC) are well adapted to detection/decision modelling of the functions by a temporized fuzzy transition approach in hierarchical systems.
Keywords :
Petri nets; fuzzy set theory; fuzzy systems; hierarchical systems; modelling; distributed typology structures; fault states; fuzzy logic; manufacturing system; monitoring function; non-autonomous hierarchical system; predictive modelling; recurrent synchronized fuzzy Petri nets; temporized fuzzy transition approach; Computerized monitoring; Condition monitoring; Event detection; Fuzzy logic; Fuzzy systems; Hierarchical systems; Manufacturing automation; Manufacturing systems; Petri nets; Predictive models; FT analysis; T-temporized Petri nets; data bases approaches; failure; fault tree; fuzzy detection; fuzzy logic; fuzzy reasoning; prediction; predictive maintenance; reliability engineering;
Conference_Titel :
Control and Automation, 2009. ICCA 2009. IEEE International Conference on
Conference_Location :
Christchurch
Print_ISBN :
978-1-4244-4706-0
Electronic_ISBN :
978-1-4244-4707-7
DOI :
10.1109/ICCA.2009.5410578