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Management of a high mix production system with interdependent demands : modeling of stochastic demands and the concept of virtual profit as a decomposition tool

机译:管理具有相互依赖需求的高混合生产系统:随机需求建模和虚拟利润概念作为分解工具

摘要

An optimized framework for the inventory control of a high mix production system has been designed in order to guarantee the optimal mix of items in stock in presence of correlated demands. The Virtual Profit concept was developed to measure the criticality of an item in presence of correlated demands. The introduction of the Virtual Profit in the optimization problem allowed the problem to be decomposed and the optimal control parameters to be computed separately. Demands were modeled based on the stochastic properties of the historical demand so that simulations could be performed using statistically generated orders. The simulations provided a validation of the proposed technique showing that, with the same size of inventory, considering the Virtual Profits instead of the real profits improves the quality of the solution, especially when low levels of inventory are kept.
机译:为了保证存在相关需求时库存中物料的最佳混合,已经设计了用于高混合生产系统的库存控制的优化框架。开发了虚拟利润概念是为了在存在相关需求的情况下测量项目的关键性。通过在优化问题中引入虚拟利润,可以分解问题并分别计算最优控制参数。根据历史需求的随机属性对需求进行建模,以便可以使用统计生成的订单执行模拟。仿真结果验证了所提出技术的有效性,表明在库存量相同的情况下,考虑使用虚拟利润而不是实际利润,可以提高解决方案的质量,尤其是当库存水平较低时。

著录项

  • 作者

    Serra Maria Carolina;

  • 作者单位
  • 年度 2009
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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