Multivariate Hotelling T2 Control Chart for Monitoring Some Quality Characteristics in Medium Density Fiberboard Manufacturing Process

IF 0.7 4区 农林科学 Q4 MATERIALS SCIENCE, PAPER & WOOD
S. Tiryaki, A. Aydın
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引用次数: 1

Abstract

Statistical process control tools are of great importance in terms of controlling manufacturing processes and improving product quality. In this study, the manufacturing process of medium density fiberboards manufactured in a company operating in the forest products industry was monitored by using multivariate Hotelling T2 statistical process control chart in terms of some quality characteristics. The T2 values of the signals detected by the Hotelling T2 control chart were also decomposed. By the decomposition of T2 values, it was determined which quality characteristics contributed more to each signal. It was seen that the process was not in control for Hotelling T2 control chart, which reveals the shift level in the mean of quality characteristics. As a result, the application of Hotelling T2 allowed fast detection of possible abnormalities in the process. The decomposition of T2 values successfully revealed which quality characteristics contributed significantly to the signals. Besides, it was concluded that, for monitoring, the Hotelling T2 chart was able to employ simultaneously different quality characteristics of medium density fiberboard. The current application study also contributed to the emergence of the root causes of the large shifts in the process. In conclusion, the findings of the study enabled the company to ensure the process stability and to facilitate decision-making on actions to be taken for quality improvement.
监测中密度纤维板生产过程中某些质量特性的多变量Hoteling T2控制图
统计过程控制工具在控制制造过程和提高产品质量方面具有重要意义。本研究采用多元Hotelling T2统计过程控制图对某林产企业生产的中密度纤维板的生产过程进行质量特征监测。对Hotelling T2控制图检测信号的T2值进行分解。通过对T2值的分解,确定哪个质量特征对每个信号的贡献更大。从Hotelling T2控制图中可以看出,该过程不受控制,这揭示了质量特征均值的偏移水平。因此,Hotelling T2的应用可以快速检测到过程中可能出现的异常。T2值的分解成功地揭示了哪些质量特征对信号有重要贡献。同时得出结论,Hotelling T2图可以同时利用中密度纤维板的不同质量特性进行监测。目前的应用研究也促成了这一过程中出现大转变的根本原因。总之,研究的结果使公司能够确保过程的稳定性,并促进对质量改进所采取行动的决策。
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来源期刊
Drvna Industrija
Drvna Industrija MATERIALS SCIENCE, PAPER & WOOD-
CiteScore
1.80
自引率
9.10%
发文量
32
审稿时长
>12 weeks
期刊介绍: "Drvna industrija" ("Wood Industry") journal publishes original scientific and review papers, short notes, professional papers, conference papers, reports, professional information, bibliographical and survey articles and general notes relating to the forestry exploitation, biology, chemistry, physics and technology of wood, pulp and paper and wood components, including production, management and marketing aspects in the woodworking industry.
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