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Evaluation of RFID for information visibility based job-shop scheduling in lean manufacturing environments.

机译:在精益制造环境中基于信息可见性的作业车间调度对RFID进行评估。

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摘要

This dissertation investigates the impact of radio frequency identification (RFID) in manufacturing. Two simulation studies of an organization that is considering implementing RFID on a production line are conducted. First, we investigate whether addition of RFID technologies in the manufacturing process can complement Lean initiatives. Specifically, will more accurate information from RFID-based solutions help in achieving the goals of Lean initiatives in manufacturing plant performance and, if yes, in what specific ways? Second, we examine how track and traceability through RFID can facilitate job shop production scheduling activities and under what settings such information visibility can add value to an organization. We propose and evaluate a novel information visibility-based dynamic scheduling rule that utilizes information generated from the real-time traceability systems for tracking work in processes (WIPs), parts and components, and raw materials to adjust production schedules.;Results of the discrete-event simulation suggest that employing RFID in Lean manufacturing initiatives can reduce some wastes but not necessarily all types of waste. Our results show that increasing information visibility reduces inventory, processing time, set-up time, waiting time, cycle time, and backlogs. However, we observe an increase in overproduction waste in our setting. Additionally, we test the performance of the proposed information visibility-based schedule rule against the classical scheduling rules such as FIFO and EDD rules. The results of the simulation suggest that RFID-based scheduling rule generates better performance compared to both FIFO and EDD rules with regard to cycle time, machine utilizations, backlogs, and penalty costs. We also note that the value of this information visibility is more relevant when disruptions and demand variations occur in the operations or when the capacity is tight in relation to demand.
机译:本文研究了射频识别(RFID)在制造业中的影响。对正在考虑在生产线上实施RFID的组织进行了两次仿真研究。首先,我们调查在制造过程中添加RFID技术是否可以补充精益计划。具体来说,基于RFID的解决方案提供的更准确的信息是否有助于实现精益生产计划在工厂绩效方面的目标?其次,我们研究通过RFID进行的追踪和可追溯性如何能够促进车间生产调度活动,以及在什么设置下这种信息可视性可以为组织增加价值。我们提出并评估了一种新颖的基于信息可见性的动态调度规则,该规则利用从实时可追溯性系统生成的信息来跟踪流程(WIP),零件和组件以及原材料中的工作以调整生产进度表。事件模拟表明,在精益生产计划中采用RFID可以减少一些浪费,但不一定减少所有类型的浪费。我们的结果表明,提高信息可见性可以减少库存,处理时间,设置时间,等待时间,周期时间和积压。但是,我们发现在我们的环境中,生产过剩的浪费有所增加。此外,我们针对诸如FIFO和EDD规则之类的经典调度规则,测试了所提出的基于信息可见性的调度规则的性能。仿真结果表明,与FIFO和EDD规则相比,基于RFID的调度规则在循环时间,机器利用率,积压和罚款成本方面具有更好的性能。我们还注意到,当运营中发生中断和需求变化或容量相对于需求紧张时,此信息可见性的价值更重要。

著录项

  • 作者

    Chongwatpol, Jongsawas.;

  • 作者单位

    Oklahoma State University.;

  • 授予单位 Oklahoma State University.;
  • 学科 Information Technology.;Information Science.;Engineering Industrial.
  • 学位 Ph.D.
  • 年度 2012
  • 页码 120 p.
  • 总页数 120
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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