CUSUM charts utilizing reparametrized Birnbaum-saunders model for fault detection and process control
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作者:
Iqbal, Anam
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Univ New South Wales, Sch Sci, Australian Def Force Acad, Canberra, AustraliaUniv New South Wales, Sch Sci, Australian Def Force Acad, Canberra, Australia
Iqbal, Anam
[1
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Mahmood, Tahir
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Univ West Scotland, Sch Comp Engn & Phys Sci, Paisley PA1 2BE, ScotlandUniv New South Wales, Sch Sci, Australian Def Force Acad, Canberra, Australia
Mahmood, Tahir
[2
]
机构:
[1] Univ New South Wales, Sch Sci, Australian Def Force Acad, Canberra, Australia
Statistical process control is always intrigued by the design of effective control charts for monitoring production processes and determining assignable causes of variations. It can be challenging to keep track of a positive asymmetric response variable while considering the impact of the input variables. The current work incorporates the Reparametrized Birnbaum Saunders (RBS) model to develop more effective cumulative sum (CUSUM) control charts for analyzing the mean of such a process. We perform a simulation study to evaluate the effectiveness of existing and derived approaches in terms of run length characteristics. The findings showed that when the underlying process distribution is positively asymmetric, the proposed charts provide stronger protection against process alterations as compared to existing methods. Moreover, the suggested control charts are implemented using actual data from a combined cycle power plant.
机构:
Zhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R China
Zhejiang Gongshang Univ, Collaborat Innovat Ctr Stat Data Engn Technol & A, Hangzhou, Peoples R ChinaZhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R China
Guo, Baocai
He, Xixiang
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Zhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R ChinaZhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R China
He, Xixiang
Xia, Qiming
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机构:
Zhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R ChinaZhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R China
Xia, Qiming
Sun, Yingying
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Zhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R ChinaZhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R China
Sun, Yingying
Xuan, Jie
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机构:
Zhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R ChinaZhejiang Gongshang Univ, Sch Stat, Hangzhou, Peoples R China