FBS-enhanced agent-based dynamic scheduling in FMS

FBS-enhanced agent-based dynamic scheduling in FMS
复制标题

FMS中FBS增强型基于代理的动态调度

DOI:
10.1016/j.engappai.2007.05.012
复制
发表时间:
2008-06
期刊:
Eng. Appl. Artif. Intell.
影响因子:
--
通讯作者:
--
中科院分区:
其他
文献类型:
--
作者:

文献摘要

参考文献

被引文献

相似文献

柔性制造系统(FMS)是高度自动化的系统,需要有效的调度方法来提高系统性能并集成各种控制决策活动。针对由多个制造单元组成的FMS车间动态调度问题,提出了一种基于滤波束搜索(FBS)的启发式算法和多智能体相结合的方法。该方法基于混合体系结构,该体系结构由一组分布式代理组成,每个代理使用本地信息来生成实时调度。将基于FBS的算法作为调度引擎嵌入到代理中,对分支的生成过程进行了改进,以快速获得最优或次优调度。采用基于FIPA CNIP的协商机制实现多个智能体之间的协调,以实现全局最优调度。为了验证该方法的可行性和有效性,在JADE™平台上实现了一个概念验证原型系统。文中还给出了该方法的计算实验结果,并与其他方法进行了比较。
Flexible manufacturing systems (FMSs) are highly automated and require effective scheduling approaches to improve the system performance and integrate various control decision-making activities. In this paper, a multi-agent approach integrated with a filtered-beam-search (FBS)-based heuristic algorithm is proposed to study the dynamic scheduling problem in a FMS shop floor consisting of multiple manufacturing cells. The approach is based on a hybrid architecture which is composed of a set of distributed agents each using local information to generate real-time schedules. The FBS-based algorithm is embedded into agents as the scheduling engine, which makes improvement in the generation procedure of branches to obtain optimal or sub-optimal schedules quickly. A FIPA CNIP-based negotiation mechanism is utilized to realize coordination of agents to achieve a globally good schedule. To demonstrate the feasibility and effectiveness of the proposed approach, a proof-of-concept prototype system has been implemented in the JADE™ platform. Computational experiments of the approach are also presented in comparison with those of other methods.
DOI: 10.1016/s0921-8890(98)00080-3
发表时间: 1999-04
期刊: Robotics Auton. Syst.
影响因子: --
作者:
R. Rabelo;L. Camarinha-Matos;H. Afsarmanesh
通讯作者: R. Rabelo;L. Camarinha-Matos;H. Afsarmanesh
DOI: 10.1109/icsmc.2004.1401077
发表时间: 2004-10
期刊: 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583)
影响因子: --
作者:
A. Boccalatte;A. Grosso;M. Paolucci;Valentina Queirolo;Mirko Tamoglia
通讯作者: A. Boccalatte;A. Grosso;M. Paolucci;Valentina Queirolo;Mirko Tamoglia
DOI: 10.3233/ica-2002-9302
发表时间: 2002-08
期刊: Integr. Comput. Aided Eng.
影响因子: --
作者:
W. Shen
通讯作者: W. Shen
DOI: 10.1080/10798587.1997.10750705
发表时间: 1997
期刊: Intell. Autom. Soft Comput.
影响因子: --
作者:
A. Saad;K. Kawamura;Gautam Biswas
通讯作者: A. Saad;K. Kawamura;Gautam Biswas
DOI: 10.1080/0951192031000077870
发表时间: 2003-01
影响因子: 4.1
作者:
Honghong Yang;Zhi-ming Wu
通讯作者: Honghong Yang;Zhi-ming Wu