کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
688722 1460366 2016 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Adaptive nonparametric control chart for time-varying and multimodal processes
ترجمه فارسی عنوان
نمودار کنترل غیرپارامتری سازگار برای فرآیندهای زمان گرا و چند متغیره
کلمات کلیدی
خوشه بندی الگوریتم داده کاوی، نمودار کنترل چند متغیره، چند منظوره، فرآیند متغیر زمان آلارم های دروغین
موضوعات مرتبط
مهندسی و علوم پایه مهندسی شیمی تکنولوژی و شیمی فرآیندی
چکیده انگلیسی


• We propose a nonparametric control chart, which is based on a clustering algorithm.
• Proposed chart can adaptively monitor the time-varying and multimodal processes.
• Proposed chart traces the natural changes over time and keeps the chart up to date.
• We examine the stability of proposed chart with a case study from TFT-LCD process.

Multivariate statistical process control techniques have been widely used to improve processes by reducing variation and preventing defects. In modern manufacturing, because of the complexity and variability of processes, traditional multivariate control charts such as Hotelling's T2 cannot efficiently handle situations in which the patterns of process observations are nonlinear, multimodal, and time varying. In the present study, we propose a nonparametric control chart, which is capable of adaptively monitoring time-varying and multimodal processes. Experiments with simulated and real process data from a thin film transistor-liquid crystal display (TFT-LCD) demonstrate the effectiveness and accuracy of the proposed method.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Process Control - Volume 37, January 2016, Pages 34–45
نویسندگان
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