Adaptive EWMA-S2control charts with adaptive smoothing parameter
被引:5
|
作者:
Ugaz, Willy
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机构:
Univ Piura, Dept Ind Engn & Syst, Av Ramon Mugica 131, Piura, PeruUniv Piura, Dept Ind Engn & Syst, Av Ramon Mugica 131, Piura, Peru
Ugaz, Willy
[1
]
Alonso, Andres M.
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机构:
Univ Carlos III Madrid, Dept Stat, Getafe, Spain
Univ Carlos III Madrid, Inst Flores Lemus, Getafe, SpainUniv Piura, Dept Ind Engn & Syst, Av Ramon Mugica 131, Piura, Peru
Alonso, Andres M.
[2
,3
]
Sanchez, Ismael
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机构:
Univ Piura, Dept Ind Engn & Syst, Av Ramon Mugica 131, Piura, Peru
Univ Carlos III Madrid, Inst Flores Lemus, Getafe, SpainUniv Piura, Dept Ind Engn & Syst, Av Ramon Mugica 131, Piura, Peru
Sanchez, Ismael
[1
,3
]
机构:
[1] Univ Piura, Dept Ind Engn & Syst, Av Ramon Mugica 131, Piura, Peru
[2] Univ Carlos III Madrid, Dept Stat, Getafe, Spain
[3] Univ Carlos III Madrid, Inst Flores Lemus, Getafe, Spain
Adaptive control charts;
average run length;
EWMA;
CUSUM;
statistical process control;
CUSUM;
EWMA;
PERFORMANCE;
TIME;
D O I:
10.1080/08982112.2020.1776326
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
Memory charts like EWMA-S(2)or CUSUM-S(2)are designed to detect a particular change in the process variance efficiently. However, the charts could be inefficient to detect some other shifts. To overcome this constraint, control charts with adaptive schemes that are efficient for a wide range of shifts can be used. This work proposes new adaptive EWMA charts for the dispersion (AEWMA-S-2) based on an adaptive smoothing parameter that relates its value to the potential shift of the process. A Markov chain approach is used to optimize its design. A simulation experiment shows the advantage of the proposed charts.
机构:
Departamento de Engenharia Indust., Pontificia Univ. Católica, 22453-900 Rio de Janeiro, BrazilDepartamento de Engenharia Indust., Pontificia Univ. Católica, 22453-900 Rio de Janeiro, Brazil
Epprecht, E.K.
Costa, A.F.B.
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机构:
Departamento de Engenharia Indust., Pontificia Univ. Católica, 22453-900 Rio de Janeiro, BrazilDepartamento de Engenharia Indust., Pontificia Univ. Católica, 22453-900 Rio de Janeiro, Brazil