首页> 外文会议>Pacific Rim International Conference on Artificial Intelligence(PRICAI 2006); 20060807-11; Guilin(CN) >Timed Petri-Net(TPN) Based Scheduling Holon and Its Solution with a Hybrid PSO-GA Based Evolutionary Algorithm(HPGA)
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Timed Petri-Net(TPN) Based Scheduling Holon and Its Solution with a Hybrid PSO-GA Based Evolutionary Algorithm(HPGA)

机译:基于定时Petri-Net(TPN)的调度Holon及其基于混合PSO-GA的进化算法(HPGA)的解决方案

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Modern manufacturing systems have to cope with dynamic changes and uncertainties such as machine break down, hot orders and other kinds of disturbances. Holonic manufacturing systems (HMS) provide a flexible and decentralized manufacturing environment to accommodate changes dynamically. In this paper, A new class of Time Petri Nets(TPN), Buffer-nets, for defining a Scheduling Holon is proposed, which enhances the modeling techniques for manufacturing systems with features that are considered difficult to model. The proposed novel GA algorithm performs the population alternation according to the features of the evolution of the populations in natural. Simulation results show that the proposed GA is more efficient than standard GAs. The proposed HPGA synthesizes the merits in both PSO and GA. The simulation results of the example show that the methods to scheduling holon are effective for fulfilling the scheduling problem.
机译:现代制造系统必须应对动态变化和不确定性,例如机器故障,热订单和其他类型的干扰。 Holonic制造系统(HMS)提供了灵活的分散式制造环境,可以动态地适应变化。本文提出了一种用于定义调度Holon的新型时间Petri网(TPN)缓冲网,它增强了具有难以建模特征的制造系统的建模技术。提出的新型遗传算法根据自然种群的进化特征进行种群轮换。仿真结果表明,提出的遗传算法比标准遗传算法更有效。提出的HPGA综合了PSO和GA的优点。算例仿真结果表明,该方法可以较好地解决调度问题。

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