Truncated average run length;
Expected truncated average run length;
Truncated standard deviation of the run length;
Median chart;
Short production runs;
T CONTROL CHARTS;
CUSUM CHARTS;
SHEWHART;
COEFFICIENT;
D O I:
10.1080/03610918.2020.1783557
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
The implementation of thechart requires a large number of samples from an underlying process model, which poses a major problem in short production runs, like in the fast-paced smart manufacturing environment. In this study, the median chart, as a robust alternative to thechart, is used to efficiently monitor the normal or non-normal processes in short production runs. The sensitivity of the median chart is assessed in terms of the truncated average run length (TARL), truncated standard deviation of the run length (TSDRL) and expected TARL criteria. The in-control and out-of-control run length performances of theand the median charts are compared when sampling from non-normally distributed processes in short production runs. It is found that when a non-normal process is in-control, the median chart outperforms thechart, as the latter possesses smaller in-control TARL and higher in-control TSDRL values. In addition, for a non-normal (heavy-tailed) out-of-control process, the median chart prevails over thechart. An illustrative example is given to explain the implementation of the median chart in short production runs.
机构:
Ton Duc Thang Univ, Div Data Sci, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Informat Technol, Ho Chi Minh City, VietnamTon Duc Thang Univ, Div Data Sci, Ho Chi Minh City, Vietnam
机构:
Ecole Natl Super Arts & Ind Text, GEMTEX Lab, BP 30329, F-59056 Roubaix 1, FranceEcole Natl Super Arts & Ind Text, GEMTEX Lab, BP 30329, F-59056 Roubaix 1, France
Kim Phuc Tran
Castagliola, Philippe
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机构:
Univ Nantes, Nantes, France
CNRS, UMR 6004, LS2N, Nantes, FranceEcole Natl Super Arts & Ind Text, GEMTEX Lab, BP 30329, F-59056 Roubaix 1, France
Castagliola, Philippe
Thi Hien Nguyen
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机构:
Dong A Univ, Div Artificial Intelligence, Danang, VietnamEcole Natl Super Arts & Ind Text, GEMTEX Lab, BP 30329, F-59056 Roubaix 1, France
Thi Hien Nguyen
Cuzol, Anne
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机构:
Univ Bretagne Sud, CNRS, UMR 6205, Lab Math Bretagne Atlantique, Vannes, FranceEcole Natl Super Arts & Ind Text, GEMTEX Lab, BP 30329, F-59056 Roubaix 1, France
机构:
Univ Pretoria, Fac Nat & Agr Sci, Dept Stat, ZA-0002 Pretoria, South AfricaUniv Pretoria, Fac Nat & Agr Sci, Dept Stat, ZA-0002 Pretoria, South Africa
Malela-Majika, Jean-Claude
Shongwe, Sandile C.
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机构:
Univ Free State, Fac Nat & Agr Sci, Dept Math Stat & Actuarial Sci, Bloemfontein, South AfricaUniv Pretoria, Fac Nat & Agr Sci, Dept Stat, ZA-0002 Pretoria, South Africa
Shongwe, Sandile C.
Castagliola, Philippe
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机构:
Univ Nantes, Nantes, France
LS2N UMR CNRS 6004, Nantes, FranceUniv Pretoria, Fac Nat & Agr Sci, Dept Stat, ZA-0002 Pretoria, South Africa
Castagliola, Philippe
Mutambayi, Ruffin M.
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机构:
Univ Ft Hare, Dept Stat, Alice, South AfricaUniv Pretoria, Fac Nat & Agr Sci, Dept Stat, ZA-0002 Pretoria, South Africa