Title :
Intelligent manufacturing system by the evolutionary computation-scheduling and planning of the flexible transportation
Author :
Kubota, Naoyuki ; Fukuda, Toshio ; Shibata, Susumu ; Yamamoto, Hironobu ; Inada, Yuji
Author_Institution :
Dept. of Mech. Eng., Osaka Inst. of Technol., Japan
Abstract :
This paper deals with scheduling and planning in an intelligent manufacturing system. We have proposed self-organizing manufacturing systems which are composed of a number of autonomous modules. Each module decides output through the interaction with other modules. In this paper, we focus on a self-organizing conveyer system and apply an evolutionary computation method to path planning problems on its flexible transportation. There are two approaches to solve the path planning problems. One is global preplanning under the known work space. This global preplanning can obtain the optimal path, but cannot treat dynamic work space. The other is local decision making under the dynamic work space. Therefore, we must take into account the global optimization and local adaptability to reduce manufacturing cost. Consequently, we divide the path planning problem into some subproblems. The subproblems are locally solved by a genetic algorithm. Furthermore, we discuss the effectiveness of the proposed method through computer simulation
Keywords :
artificial intelligence; conveyors; digital simulation; flexible manufacturing systems; genetic algorithms; path planning; production engineering computing; transportation; autonomous modules; computer simulation; dynamic work space; evolutionary computation; flexible transportation planning; flexible transportation scheduling; genetic algorithm; global optimization; global preplanning; intelligent manufacturing system; local adaptability; local decision making; manufacturing cost reduction; path planning; self-organizing conveyer system; self-organizing manufacturing systems w; Cost function; Decision making; Evolutionary computation; Genetic algorithms; Intelligent manufacturing systems; Job shop scheduling; Manufacturing systems; Path planning; Processor scheduling; Transportation;
Conference_Titel :
Industrial Electronics, Control and Instrumentation, 1997. IECON 97. 23rd International Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
0-7803-3932-0
DOI :
10.1109/IECON.1997.668446