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Two-level optimization method for optimal control of a class of hybrid systems

机译:一类混合系统最优控制的两级优化方法

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In this paper, a study on modeling, analysis and optimal control problems for a class of hybrid manufacturing systems is investigated. In this framework, the discrete entities have a state characterized by a temporal component whose evolution is described by event-driven dynamics and a physical component whose evolution is described by continuous time-driven dynamics, thus it is a typical hybrid system. Not only the optimal control for a manufacturing process but also the optimal entrance time for each job's entry into the production line is considered in this paper. The whole problem is solved by a two-level optimization method: in the inner level, for any given arrival time sequence of the jobs, the optimal control for manufacturing process is considered, which includes the properties of the optimal control as well as solving method etc, while in the outer level, we use an improved evolutionary programming algorithm to decide the optimal entering time to production line for each job. Finally, some examples are given to illustrate the validity of our algorithm.
机译:本文研究了一类混合制造系统的建模,分析和最优控制问题。在此框架中,离散实体具有一个状态,该状态的特征在于时间组件的演化由事件驱动的动力学描述,而物理组件的演化由连续时间驱动的动力学描述,因此它是典型的混合系统。本文不仅考虑了制造过程的最佳控制,而且考虑了每个作业进入生产线的最佳进入时间。整个问题通过两级优化方法解决:在内部,对于任何给定的作业到达时间序列,都考虑制造过程的最优控制,其中包括最优控制的性质以及求解方法等等,而在外层,我们使用改进的进化规划算法来确定每个作业进入生产线的最佳进入时间。最后,通过一些例子说明了该算法的有效性。

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