Title :
A Scheduling Holon Modeling Method with Petri Net and its Optimization with a Novel PSO-GA Algorithm
Author :
Fuqing Zhao ; Zhang, Qiuyu ; Yang, Yahong
Author_Institution :
Sch. of Comput. & Commun. Eng., Lanzhou Univ. of Technol., Gansu
Abstract :
Holonic manufacturing systems (HMS) provide a flexible and decentralized manufacturing environment to accommodate changes dynamically. This paper presents a framework to model and control HMS based on Petri net and MAS theory. A time Petri net (TPN) model was proposed to achieve this goal. A TPN represents a set of established contracts among the agents in HMS to fulfil an order. A scheduling architecture which integrates TPN models and AI techniques is proposed. By introducing dynamic individuals into the reproducing pool randomly according to their fitness, a variable population-size genetic algorithm is presented to enhance the convergence speed of GA. Based on the novel GA and the particle swarm optimization (PSO) algorithms, a hybrid PSO-GA algorithm (HPGA) is also proposed in this paper. Simulation results show that the proposed method is effective for the optimization problems
Keywords :
Petri nets; flexible manufacturing systems; genetic algorithms; multi-agent systems; particle swarm optimisation; scheduling; decentralized manufacturing environment; flexible manufacturing environment; genetic algorithm; holonic manufacturing system; particle swarm optimization algorithm; scheduling holon modeling method; time Petri net; Artificial intelligence; Contracts; Convergence; Flexible manufacturing systems; Genetic algorithms; Job shop scheduling; Manufacturing systems; Optimization methods; Particle swarm optimization; Scheduling algorithm; Holonic manufacturing system; genetic algorithms; particle swarm optimization; time Petri net;
Conference_Titel :
Computer Supported Cooperative Work in Design, 2006. CSCWD '06. 10th International Conference on
Conference_Location :
Nanjing
Print_ISBN :
1-4244-0164-X
Electronic_ISBN :
1-4244-0165-8
DOI :
10.1109/CSCWD.2006.253036