A PSO and Simulated Annealing Hybrid Algorithm to task allocation problem for holonic manufacturing system | |
Yang, Yahong1; Zhao, Fuqing2; Yao, Yunping2; Zhu, Aihong2 | |
2006 | |
关键词 | holonic manufacturing control dynamic clustering particle swarm optimization genetic algorithm optimum control |
页码 | 6767-+ |
英文摘要 | This paper focuses on the dynamic reconfiguration and task optimization of holonic manufacturing systems (HMS). The concept of dynamic virtual clustering is extended to the control process of a holarchy or holonic organization. The mediator-based dynamic virtual clustering mechanism is presented firstly. Then a negotiation strategy based on the Contract Net protocol is proposed for cooperative action among holons. Finally, a Hybrid Algorithm Based on PSO and Simulated Annealing for Holon task allocation is described to support the optimum organization of a holarchy. PSO employs a collaborative population-based search, which is inspired by the social behavior of bird flocking. It combines local search(by self experience) and global search(by neighboring experience), possessing high search efficiency. SA employs certain probability to avoid becoming trapped in a local optimum and the search process can be controlled by the cooling schedule. 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. |
会议录 | WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS
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会议录出版者 | IEEE |
会议录出版地 | 345 E 47TH ST, NEW YORK, NY 10017 USA |
语种 | 英语 |
资助项目 | Natural Science foundation of GANSU province[ZS032-B25-013][3ZS042-B25-005] |
WOS研究方向 | Automation & Control Systems ; Computer Science |
WOS记录号 | WOS:000241773207138 |
内容类型 | 会议论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/38215] ![]() |
专题 | 土木工程学院 机电工程学院 国际合作处(港澳台办) |
通讯作者 | Yang, Yahong |
作者单位 | 1.Lanzhou Univ Technol, Sch Civil Engn, Lanzhou 730050, Gansu, Peoples R China 2.Lanzhou Univ Technol, Sch Comp & Commun Engn, Lanzhou 730050, Gansu, Peoples R China |
推荐引用方式 GB/T 7714 | Yang, Yahong,Zhao, Fuqing,Yao, Yunping,et al. A PSO and Simulated Annealing Hybrid Algorithm to task allocation problem for holonic manufacturing system[C]. 见:. |
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