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Rule-based forecasting and production control system design utilizing a feedback control architecture

机译:利用反馈控制架构的基于规则的预测和生产控制系统设计

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摘要

Forecasting and production control systems typically rely on operational rules that have been accumulated and refined from enterprise experts. Designing a rule-based system is a challenging task. In this article, a new rule-based system design methodology for forecasting and production control is proposed. The methodology first represents the rule-based system as a finite state automaton (a Moore machine) and then formulates an optimal control problem in a feedback control architecture. The solution to the optimal control problem provides action rules for forecasting and production that minimize cost over a given time horizon. The proposed methodology provides a systematic tool for rule-based system design that gives robust and realistic solutions.
机译:预测和生产控制系统通常依赖于从企业专家那里积累和完善的操作规则。设计基于规则的系统是一项艰巨的任务。在本文中,提出了一种用于预测和生产控制的基于规则的新系统设计方法。该方法首先将基于规则的系统表示为有限状态自动机(摩尔机),然后在反馈控制体系结构中提出最优控制问题。最佳控制问题的解决方案提供了用于预测和生产的操作规则,可将给定时间范围内的成本降至最低。所提出的方法为基于规则的系统设计提供了系统的工具,该工具提供了健壮和现实的解决方案。

著录项

  • 来源
    《IIE Transactions》 |2011年第2期|p.143-152|共10页
  • 作者单位

    Department of Industrial and Systems Engineering, University of Washington, Box 352650, Seattle, WA 98195-2650, USA;

    rnDepartment of Industrial and Systems Engineering, University of Washington, Box 352650, Seattle, WA 98195-2650, USA;

    rnDepartment of Industrial and Systems Engineering, University of Washington, Box 352650, Seattle, WA 98195-2650, USA;

  • 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

    demand forecast; production management; rule-based system design; feedback control; optimization;

    机译:需求预测;生产管理;基于规则的系统设计;反馈控制;优化;

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