Title :
A Novel Task Allocation Problem Solution with PSO Algorithm for Holonic Manufacturing System
Author :
Zhao, Fuqing ; Zhang, Qiuyu ; Yang, Yahong
Author_Institution :
Sch. of Comput. & Commun. Eng., Lanzhou Univ. of Technol., Gansu
Abstract :
The dynamic re-organization of holons is a key element of current research on HMS. Dynamic intelligent reconfiguration is important for holonic control. This paper extends the mechanism of virtual clustering to the reorganization of holons and uses contract net-based task allocation protocol to efficiently deal with the communication and coordination problems during task-oriented clustering. The PSO-based virtual clustering optimization algorithm described in this paper can solve the optimization problem of task allocation on the basis of global optimization. The hybrid algorithm combines the high speed of PSO with the powerful ability to avoid being trapped in local minimum of SA. We compare the PSO algorithm to both GA and SA models, the simulation results show that the proposed model and algorithm are effective
Keywords :
intelligent manufacturing systems; multi-agent systems; particle swarm optimisation; resource allocation; PSO algorithm; contract net-based task allocation protocol; distributed control; dynamic holon re-organization; holonic control; holonic manufacturing system; multiagent system; particle swarm optimisation; resource allocation; task-oriented clustering; virtual clustering optimization algorithm; Algorithm design and analysis; Civil engineering; Clustering algorithms; Collaborative work; Communication system control; Computer aided manufacturing; Contracts; Design engineering; Manufacturing systems; Table lookup; Dynamic Clustering; Genetic Algorithm; Holonic Manufacturing Control; Optimum Control; Particle Swarm Optimization;
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.2006.253035