On monitoring of multiple non-linear profiles

淡江大學機構典藏 > 商管學院 > 統計學系暨研究所 > 期刊論文 > Item 987654321/104555

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题名:	On monitoring of multiple non-linear profiles
作者:	Chou, Shih-Hsiung;Chang, Shing-I;Tsai, Tzong-Ru
日期:	2014-06
上传时间:	2016-01-06 11:02:20 (UTC+8)
摘要:	Most state-of-the-art profile monitoring methods involve studies of one profile. However, a process may contain several sensors or probes that generate multiple profiles over time. Quality characteristics presented in multiple profiles may be related multiple aspects of product or process quality. Existing charting methods for simultaneous monitoring of each multiple profile may result in high false alarm rates. Or worse, they cannot correctly detect potential relationship changes among profiles. In this study, we propose two approaches to detect process shifts in multiple non-linear profiles. A simulation study was conducted to evaluate the performance of the proposed approaches in terms of average run length under different process shift scenarios. Pros and cons of the proposed methods are discussed. A guideline for choosing the proposed methods is introduced. In addition, a hybrid method combining the salient points of both approaches is explored. Finally, a real-world data-set from a vulcanisation process is used to demonstrate the implementation of the proposed methods.
關聯:	International Journal of Production Research 52(11), pp.3209-3224
显示于类别:	[統計學系暨研究所] 期刊論文

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