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A multi-product job shop scenario utilising Model Predictive Control

机译:利用模型预测控制的多产品作业商店场景

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摘要

Multi-product manufacturing scenarios today have to face many challenges considering external factors such as availability of resources or attending product demands and internal factors such as adjustment of buffer levels or utilisation of workstations. In this paper, a multi-product job shop consisting of workstations coupled by an unidirectional material flow with different production routings is considered. The existing model based on the bond graph technique is adapted to an optimal control problem, allowing the applicability of the Model Predictive Control scheme. Concerning performance criteria, two different objective functions are defined: the first aims for predefined processing frequencies of the workstations and the second one takes into account product demands. Both approaches were examined in simulations showing that a steady state is achieved in terms of stable buffer levels and processing frequencies. (C) 2020 Elsevier Ltd. All rights reserved.
机译:今天的多产品制造方案必须面临许多挑战,考虑到外部因素,例如资源的可用性或参加产品需求和内部因素,如缓冲水平或工作站的利用。在本文中,考虑了由由单向材料流耦合的工作站组成的多产品作业商店,由具有不同生产路线的单向材料流。基于键合图技术的现有模型适用于最佳控制问题,允许模型预测控制方案的适用性。关于性能标准,定义了两个不同的客观函数:第一个目标是工作站的预定义处理频率,第二个目标是考虑产品需求。在模拟中检查了两种方法,表明在稳定的缓冲水平和处理频率方面实现了稳态。 (c)2020 elestvier有限公司保留所有权利。

著录项

  • 来源
    《Expert Systems with Application》 |2020年第12期|113734.1-113734.20|共20页
  • 作者单位

    Univ Bremen Fac Prod Engn Badgasteiner Str 1 D-28359 Bremen Germany|Univ Bremen BIBA Bremer Inst Prod & Logist GmbH Hsch Ring 20 D-28359 Bremen Germany;

    Univ Fed Sao Carlos Dept Prod Engn Rod Washington Luis Km 235 BR-13565905 Sao Carlos SP Brazil;

    Univ Fed Sao Carlos Dept Prod Engn Rod Washington Luis Km 235 BR-13565905 Sao Carlos SP Brazil;

    Univ Bremen Fac Prod Engn Badgasteiner Str 1 D-28359 Bremen Germany|Univ Bremen BIBA Bremer Inst Prod & Logist GmbH Hsch Ring 20 D-28359 Bremen Germany;

    Univ Bremen Fac Prod Engn Badgasteiner Str 1 D-28359 Bremen Germany|Univ Bremen BIBA Bremer Inst Prod & Logist GmbH Hsch Ring 20 D-28359 Bremen Germany;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Model Predictive Control; Production control; Optimal control; Capacity adjustment;

    机译:模型预测控制;生产控制;最优控制;容量调整;

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