大规模制造过程建模的新方法:利用过程挖掘方法和专家知识

Pamela Viale, C. Frydman, J. Pinaton
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引用次数: 14

摘要

电子芯片等复杂产品的制造过程建模对于最大限度地提高产品质量至关重要。本文提出了一种基于活动信息和专家知识的大规模制造过程建模新方法。最终模型使用DEVS形式,因为它作为一种形式形式具有优势。这种方法有助于轻松地检测过程的实际实现与专家定义之间的差异。它还有助于构建以后用于控制过程的通用模型。意法半导体企业的想法就是用这些通用的模型来实现一个报警系统。这样做的目的是提醒工程师注意对意法半导体制造工艺进行的危险修改。本文最后介绍了我们对意法半导体生产过程建模的工作状态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
New methodology for modeling large scale manufacturing process: Using process mining methods and experts' knowledge
Modeling manufacturing process of complex products like electronic chips is crucial to maximize the quality of the production. This paper proposes a new methodology to model large scale manufacturing processes based on activity information as well as experts' knowledge. DEVS formalism is used for the final models because of its advantages as a formal formalism. This methodology helps to easily detect discrepancies between the actual implementation of processes with experts' definitions. It also helps to construct general models that could be used later for controlling processes. The idea of STMicroelectronics enterprise is to use these general models to implement an alarm system. The idea is to alert engineers about risky modifications done over STMicroelectronics manufacturing processes. The state of our work towards to model STMicroelectronics' production processes is presented at the end of this paper.
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