DocumentCode
350109
Title
Intelligent control of self-organizing manufacturing system with local learning mechanism
Author
Kubota, Naoyuki ; Nojima, Yusuke ; Fukuda, Toshio ; Kojima, Fumio ; Shibata, Susumu
Author_Institution
Dept. of Mech. Eng., Osaka Inst. of Technol., Japan
Volume
2
fYear
1999
fDate
1999
Firstpage
951
Abstract
This paper deals with intelligent control of self-organizing manufacturing system (SOMS). SOMS is composed of modules which self-organize according to time series of information from other modules and environment. Each module makes outputs through the interaction with other modules. We consider a manufacturing line composed of conveyer units and machining centers. In this paper, we discuss intelligent control and path planning in the manufacturing line. A genetic algorithm is applied to path planning of pallets on conveyor units as global decision making and learning automaton is applied to local decision making of each conveyor unit. In addition, we use simplified fuzzy inference to the proving control of pallets. Finally, we discuss the effectiveness of the proposed method through computer simulations
Keywords
conveyors; fuzzy set theory; genetic algorithms; inference mechanisms; intelligent control; learning automata; manufacture; path planning; self-adjusting systems; computer simulations; conveyer units; genetic algorithm; global decision making; intelligent control; learning automaton; local learning mechanism; machining centers; pallets path planning; self-organizing manufacturing system; simplified fuzzy inference; time series; Automatic control; Decision making; Fuzzy control; Genetic algorithms; Intelligent control; Learning automata; Manufacturing systems; Milling machines; Path planning; Pulp manufacturing;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Electronics Society, 1999. IECON '99 Proceedings. The 25th Annual Conference of the IEEE
Conference_Location
San Jose, CA
Print_ISBN
0-7803-5735-3
Type
conf
DOI
10.1109/IECON.1999.816540
Filename
816540
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