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Research on Intelligent Process Quality Control System under Network Environment

机译:网络环境下智能过程质量控制系统研究

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In the networked manufacturing environment, how to monitor dynamic and variable quality fluctuation, diagnose the abnormal variation in real-time and adjust the process at the right moment, becomes a difficult problem for the modern networked manufacturing enterprise in process quality control. In order to overcome this difficulty, This paper presents an intelligent process quality control mode oriented to networked manufacturing by combining statistical process control (SPC), and artificial intelligent (AI) for quality prevention, online statistical analysis, intelligent diagnosis and adjustment, and corresponding functional modules and framework is put forward. Finally, the prototype system of intelligent process quality control is developed to demonstrate the rationality and validity of the method. This work confirms the potential synergies of hybrid AI techniques for realizing networking, intelligent and automatic process quality control.
机译:在网络化制造环境中,如何监测动态和可变的质量波动,实时诊断异常变化并在适当的时机调整流程,已成为现代网络化制造企业进行过程质量控制的难题。为了克服这个困难,本文提出了一种结合统计过程控制(SPC)和人工智能(AI)进行质量预防,在线统计分析,智能诊断和调整以及相应方法的面向网络制造的智能过程质量控制模式。提出了功能模块和框架。最后,开发了智能过程质量控制的原型系统,以证明该方法的合理性和有效性。这项工作证实了混合AI技术在实现联网,智能和自动过程质量控制方面的潜在协同作用。

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