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Multi-objective Dynamic Scheduling Model of Flexible Job Shop Based on NSGAII Algorithm and Scroll Window Technology

机译:基于NSGAII算法和滚动窗口技术的柔性作业车间多目标动态调度模型

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The production process is often accompanied by a lot of disturbances, which make it difficult for flexible job shop to execute production according to the original job plan. It is necessary to dynamically adjust the production plan according to real-time conditions. To this end, this paper proposes a multi-objective dynamic scheduling model. In this model, scroll window technology and NSGAII algorithm is adopted to adapt the dynamic production evironment. A specific chromosome retention strategy and a variable objective selection mechanism are designed to ensure that the proposed model can select different objectives according to different disturbance events to solve the optimal solution. Finally, a case test is used to verify the feasibility and effectiveness of the model.
机译:生产过程中经常会遇到很多干扰,这使得灵活的车间很难按照原始的工作计划执行生产。必须根据实时条件动态调整生产计划。为此,本文提出了一种多目标动态调度模型。在该模型中,采用滚动窗口技术和NSGAII算法来适应动态生产环境。设计了特定的染色体保留策略和可变的目标选择机制,以确保所提出的模型可以根据不同的干扰事件选择不同的目标,以解决最佳解决方案。最后,通过案例测试验证了该模型的可行性和有效性。

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