Title :
Decision support in computer integrated manufacturing using fuzzy colored Petri nets with genetic algorithm
Author_Institution :
Dept. of Mech. & Marine Eng., Nat. Taiwan Ocean Univ., Keelung, Taiwan
Abstract :
The basic elements of a modern manufacturing system include design automation, production automation, and shop-floor automation, which must then be integrated into a coherent system through information automation to form a fully automated factory. One very important issue currently being tackled is the development of knowledge based decision support systems which must be incorporated into all areas of automation. To build a robust knowledge base requires a systematic design methodology and a suitable modeling and analysis tool. Petri net has proven itself to be an excellent system modeling tool in computer software/hardware, communication, manufacturing, and scheduling. The work presented here is to attack the problem of diagnosing and managing shop floor which requires the incorporation of learning algorithm into current FCPN as a knowledge base developing tool. This paper first presents a systematic knowledge base design methodology and then the development of fuzzy colored Petri nets (FCPN) with the incorporation of genetic learning algorithm which can be used in developing knowledge based systems with fuzzy sets and logic
Keywords :
Petri nets; computer integrated manufacturing; decision support systems; fuzzy logic; fuzzy systems; genetic algorithms; graph colouring; knowledge based systems; CIM; DSS; computer-integrated manufacturing; design automation; fuzzy colored Petri nets; fuzzy logic; fuzzy sets; genetic algorithm; information automation; knowledge base development tool; knowledge-based decision support systems; learning algorithm; modern manufacturing system; production automation; robust knowledge base; shop floor diagnosis; shop floor management; shop-floor automation; Computer aided manufacturing; Computer integrated manufacturing; Design automation; Design methodology; Fuzzy logic; Fuzzy sets; Manufacturing automation; Manufacturing systems; Production facilities; Production systems;
Conference_Titel :
Systems, Man, and Cybernetics, 1997. Computational Cybernetics and Simulation., 1997 IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-4053-1
DOI :
10.1109/ICSMC.1997.625727