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Optimal control of a continuum model for single-product re-entrant manufacturing systems

机译:单产品折返制造系统的连续模型的最优控制

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摘要

A semiconductor manufacturing system that involves a large number of items and many steps can be modelled through conservation laws for a continuous density variable on a production process. In this paper, the basic hyperbolic partial differential equation (PDE) models for multiple re-entrant manufacturing systems are proposed. However, through numerical examples, the basic continuum models do not perform well for small-scale multiple re-entrant systems, so a new state equation taking into account the re-entrant degree of the product is introduced to improve the basic continuum models. The applicability of the modified continuum model is illustrated through a numerical example. Based on the modified continuous model, this paper studies the optimal control problems for multiple re-entrant manufacturing systems. The gradient of the cost function with respect to the influx is solved by the adjoint approach, and then the optimal influx is computed by the steepest descent method. Finally, numerical examples on optimal influx profiles for steps in demand rate, linear demand rate and periodically varying demand rate are given. The relationships among influx, outflux and demand are also discussed in detail.
机译:涉及大量项目和许多步骤的半导体制造系统可以通过守恒定律进行建模,以实现生产过程中的连续密度变量。本文提出了用于多个可重入制造系统的基本双曲偏微分方程(PDE)模型。然而,通过数值示例,基本连续体模型在小规模多折返系统中表现不佳,因此引入了考虑产品折返度的新状态方程来改进基本连续体模型。通过数值示例说明了改进的连续谱模型的适用性。基于改进的连续模型,本文研究了多个可重入制造系统的最优控制问题。通过伴随法求解成本函数相对于流入量的梯度,然后通过最速下降法计算出最佳流入量。最后,给出了关于需求率,线性需求率和周期性变化需求率阶跃的最佳入流剖面的数值示例。还详细讨论了流入量,流出量和需求之间的关系。

著录项

  • 来源
    《International Journal of Production Research》 |2011年第21期|p.6363-6385|共23页
  • 作者单位

    Department of Operations Management, Antai College of Economics & Management, Shanghai Jiao Tong University, 535 Fahua Zhen Road, Shanghai, 200052, PR China;

    Department of Industrial Engineering, School of Mechanical Engineering, Shanghai Jiao Tong University, 800 Dongchuan Road, Shanghai, 200240, PR China;

    Department of Operations Management, Antai College of Economics & Management, Shanghai Jiao Tong University, 535 Fahua Zhen Road, Shanghai, 200052, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    re-entrant manufacturing; continuous model; re-entrant factor; adjoint method;

    机译:重入制造业;连续模型重入因子伴随法;
  • 入库时间 2022-08-17 13:38:19

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