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适应VSS-EWMA控制图用于监测工艺分散的过程
Abdullah Ali H Ahmadini1, Imad Khan2, Abdulrahman Obaid Alshammari3
1Department of Mathematics, College of Science, Jazan University,, P.O. Box 114,, 45142, Jazan, Kingdom of Saudi Arabia.
Scientific reports
|July 2, 2025
概括
本研究引入了一种新的可变样本大小指数加权移动平均 (VSS-EWMA) 控制图,用于监测过程分散. 与传统方法相比,它可以更好地检测工艺变化中的小变化.
科学领域:
- 工业工程 工业工程 工业工程
- 统计质量控制 统计质量控制
- 过程监控 过程监控
背景情况:
- 有效监测工艺分散对于高质量的工业生产至关重要.
- 传统的控制图表可能对小的过程转移缺乏灵敏度.
- 变化系数 (CV) 是过程变化的关键指标.
研究的目的:
- 开发和评估一个动态指数加权移动平均线 (EWMA) 控制图与可变样本大小 (VSS).
- 为了提高对变化系数 (CV) 中小变化的检测能力.
- 为实时质量监测提供更具响应性的工具.
主要方法:
- 开发一个VSS-EWMA控制图算法.
- 使用蒙特卡洛模拟来比较VSS-EWMA与固定的样本大小 (FSS) EWMA图表.
- 使用实证工业数据进行验证.
主要成果:
- 与FSS-EWMA图表相比,VSS-EWMA图表在检测心血管小变化方面表现出更好的表现.
- 模拟证实了VSS-EWMA图表在识别过程可变性方面的稳定性.
- 经验数据验证显示,工艺稳定性和产品质量显著改善.
结论:
- 拟议的VSS-EWMA控制图是实时过程分散监测的有效和高效工具.
- 统计过程控制的这种进步导致了质量管理的提高.
- VSS-EWMA图表为寻求提高工艺稳定性的各种工业部门提供了实际的好处.
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