Title :
An intelligent fuzzy-Petri reasoning supervisory control for FMS manufacturing plants
Author :
Vladev, G. ; Kolemishevska-Gugulovska, T. ; Tukel, D.
Author_Institution :
Fac. of Electr. Eng. & Inf. Technol., SS Cyril & Methodius Univ., Skopje, Macedonia
Abstract :
The organization level of complex automated robotic and manufacturing systems, whose dynamics is discrete-event dominated, is revisited and some innovative results towards enhancing machine intelligence derived. These comprise a fuzzy-Petri-net reasoning emulator implementing the fuzzy-Petri rule-based decision-making with an appropriate knowledge base support. This fuzzy-Petri reformulation follows the original concept of entropy-based, intelligent machines of G.N. Saridis. Its generic feature in the sense of an improved fuzzy-Petri reasoning based organizing coordination controller is crucial. A software tool emulating the fuzzy-Petri-net reasoning is discussed. Its version employing knowledge-base with 10 rules takes only a few milliseconds on a standard PC to be simulated. Thus it is believed a feasible yet efficient real-time reasoning for supervisory control functions has been developed. Some computer simulations results for FMS applications are given that illustrate these novel developments.
Keywords :
control engineering computing; discrete event systems; entropy; flexible manufacturing systems; fuzzy set theory; inference mechanisms; knowledge based systems; production engineering computing; software tools; FMS manufacturing plants; complex automated robotic systems; coordination controller; discrete-event dominated dynamics; entropy-based intelligent machines; fuzzy-Petri reformulation; fuzzy-Petri rule-based decision-making; fuzzy-Petri-net reasoning emulator; intelligent fuzzy-Petri reasoning supervisory control; knowledge base support; machine intelligence; organization level; real-time reasoning; software tool; supervisory control functions; Artificial intelligence; Cognition; Computer architecture; Object oriented modeling; Pragmatics; Production systems; Robots; Flexible manufacturing systems; fuzzy-Petri reasoning; fuzzy-Petri-net rule base; integrated control and supervision; object oriented modelling; supervisory control;
Conference_Titel :
Intelligent Systems (IS), 2012 6th IEEE International Conference
Conference_Location :
Sofia
Print_ISBN :
978-1-4673-2276-8
DOI :
10.1109/IS.2012.6335231