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首页> 外文期刊>Artificial Intelligence Review: An International Science and Engineering Journal >An Intelligent System to Monitor the Chemical Concentration of Electroplating Process: An Integrated OLAP and Fuzzy Logic Approach
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An Intelligent System to Monitor the Chemical Concentration of Electroplating Process: An Integrated OLAP and Fuzzy Logic Approach

机译:一种智能的电镀过程化学浓度监控系统:集成的OLAP和模糊逻辑方法

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摘要

To cope with the issue of "brain drain" in today's competitive industrial environment, it is important to capture relevant experience and knowledge in order to sustain the continual growth of company business. In this respect, the study in the domain of knowledge learning is of paramount importance in terms of capturing and reuse of tacit and explicit knowledge. To support the process of knowledge learning, a methodology to establish an intelligent system, which consists of both On-Line Analytical Processing (OLAP) and fuzzy logic principles, is suggested. This paper attempts to propose this approach for integrating OLAP and fuzzy logic to form an intelligent system, capitalizing on the merits and at the same time offsetting the drawbacks of the involved technologies. In this system, the values and positions of related fuzzy sets are modified to suit the industrial environment, supporting smoother operation with less error. To validate the feasibility of the proposed system, a case study related to the monitoring of chemical concentration of PCB electroplating process is covered in the paper.
机译:为了应对当今竞争激烈的工业环境中的“人才外流”问题,重要的是要获取相关经验和知识,以维持公司业务的持续增长。在这方面,知识学习领域的研究对于隐性知识和显性知识的获取和再利用至关重要。为了支持知识学习的过程,提出了一种建立智能系统的方法,该方法包括在线分析处理(OLAP)和模糊逻辑原理。本文尝试利用这种优点,同时弥补所涉及技术的缺点,提出一种将OLAP与模糊逻辑集成以形成智能系统的方法。在该系统中,修改了相关模糊集的值和位置以适合工业环境,从而支持更平稳的操作,并且误差更少。为了验证所提出系统的可行性,本文涵盖了与监测PCB电镀过程中化学浓度有关的案例研究。

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