通过主成分分析、休哈特图和EWMA图对中密度纤维板制造过程进行了详细的统计过程控制

IF 2.4 3区 农林科学 Q1 FORESTRY
Sebahattin Tiryaki
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引用次数: 0

摘要

密度是中密度纤维板(MDF)产品质量的主要决策标准之一。因此,控制中密度纤维板的这一关键质量特性是非常重要的。本研究提出了Shewhart ' \(\:\stackrel{-}{\text{x}}-\text{s}\)控制图的工业实现,该控制图通常用于捕获大班次,指数加权移动平均(EWMA)控制图主要用于发现小班次和中等班次,以监测林产品企业中密度纤维板制造的密度。此外,还使用过程能力分析(PCA)来评估密度的测量输出是否在规范范围内。结果;检测到该过程对\(\:\stackrel{-}{\text{x}}-\text{s}\)和EWMA都不受控制,这表明密度的变化。PCA还表明,该工艺没有足够的能力来满足密度的规格。最终,这些研究将使工程师和质量控制人员能够监测制造过程中质量特征的大量测量。这对于检测过程中是否存在与质量相关的问题,从而指导从业者改进或保持质量水平,可以做出重大贡献。此外,根据目前的研究,努力识别和消除导致工艺偏离规范的因素以及导致信号产生的因素,预计将有助于减少不合格品的数量,并实现更稳定的工艺。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A detailed statistical process control implementation for density in MDF manufacture through PCA, Shewhart and EWMA charts

Density is one of the major decision-making criteria of medium-density fiberboard (MDF) in terms of product quality. It is therefore very important to keep this key quality characteristic of the MDF in control. This research presents an industrial implementation of Shewhart’\(\:\stackrel{-}{\text{x}}-\text{s}\) control charts, which are generally constructed to catch large shifts, and exponentially weighted moving average (EWMA) control chart, which is mostly used to uncover small and moderately shifts, to monitor the density in the MDF manufacture in a forest products enterprise. Besides, a process capability analysis (PCA) was used to evaluate whether or not the measured outputs of density fall inside the specification limits. As a result; it was detected that the process was not in control for both \(\:\stackrel{-}{\text{x}}-\text{s}\) and EWMA, which demonstrate the changes in the density. The PCA also revealed that the process did not have sufficient capability in meeting the specifications of the density. Ultimately, such studies will allow both engineers and quality control officers to monitor a large number of measurements of quality characteristics in manufacturing processes. This can make a major contribution to detecting whether quality-related issues exist in processes and thus guide practitioners in improving or maintaining the quality level. Furthermore, in light of the current study, the efforts to be carried out to identify and eliminate factors that cause the process to deviate from specifications as well as factors that cause signal generation are expected to contribute to both reducing the amount of non-conforming products and achieving a more stable process.

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来源期刊
European Journal of Wood and Wood Products
European Journal of Wood and Wood Products 工程技术-材料科学:纸与木材
CiteScore
5.40
自引率
3.80%
发文量
124
审稿时长
6.0 months
期刊介绍: European Journal of Wood and Wood Products reports on original research and new developments in the field of wood and wood products and their biological, chemical, physical as well as mechanical and technological properties, processes and uses. Subjects range from roundwood to wood based products, composite materials and structural applications, with related jointing techniques. Moreover, it deals with wood as a chemical raw material, source of energy as well as with inter-disciplinary aspects of environmental assessment and international markets. European Journal of Wood and Wood Products aims at promoting international scientific communication and transfer of new technologies from research into practice.
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