Knowledge-based event control for flow-shops using simulation and rules

Mark Aufenanger, W. Dangelmaier, C. Laroque, Nando Rüngener
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引用次数: 10

Abstract

The requirements on production systems and their planning and control systems are constantly growing. Systems have to be flexible and provide viable solutions at the same time. Different planning and control approaches, such as optimization, simulation and combination of techniques etc., that attempt to solve the scheduling problems are available. Mathematical solutions which can be found in literature didn¿t solve the real-world problems in an appropriate way. Current knowledge based solutions did not give any value about decision reliability as well as their decision attributes are not differentiate enough. We are developing a new rule based approach by using a combination of simulation and a knowledge generation within a dynamic production planning and -control for flow-shops. Ideas of how knowledge can be trained by simulation are presented. Furthermore which kind of rules and attributes can be used and how decisions about the rule selection can be made are shown.
基于仿真和规则的流车间事件控制
对生产系统及其计划和控制系统的要求不断增长。系统必须灵活,同时提供可行的解决方案。不同的计划和控制方法,如优化、仿真和技术组合等,都试图解决调度问题。可以在文学作品中找到的数学解决方案并不能以适当的方式解决现实世界的问题。现有的基于知识的解决方案没有给出决策可靠性的任何值,而且它们的决策属性也不够区分。我们正在开发一种新的基于规则的方法,将仿真和知识生成相结合,用于动态生产计划和流水车间的控制。提出了如何通过模拟训练知识的想法。此外,还显示了可以使用哪些类型的规则和属性,以及如何做出有关规则选择的决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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