Distribution-free statistical methods;
Rank-based procedures;
Nonparametric statistical process control;
Exponentially weighted moving average (EWMA) control charts;
Sign statistics;
AVERAGE CONTROL SCHEMES;
SIGN CHART;
CUSUM;
LOCATION;
DESIGN;
EVENTS;
ISSUES;
TABLES;
RATIO;
TIME;
D O I:
10.33889/IJMEMS.2021.6.3.044
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
In the present paper we provide an up-to-date overview of nonparametric Exponentially Weighted Moving Average (EWMA) control charts. Due to their nonparametric nature, such memory-type schemes are proved to be very useful for monitoring industrial processes, where the output cannot match to a particular probability distribution. Several fundamental contributions on the topic are mentioned, while recent advances are also presented in some detail. In addition, some practical applications of the nonparametric EWMA-type control charts are highlighted, in order to emphasize their crucial role in the contemporary online statistical process control.
机构:
Institute of Statistics and Econometrics, University of Kiel, GermanyInstitute of Statistics and Econometrics, University of Kiel, Germany
Golosnoy, Vasyl
Schmid, Wolfgang
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机构:
Department of Statistics, European University Viadrina, Frankfurt (Oder), Germany
Department of Statistics, European University Viadrina, Grosse Scharrnstr. 59, Frankfurt (Oder), 15230, GermanyInstitute of Statistics and Econometrics, University of Kiel, Germany
机构:
Virginia Commonwealth Univ, Coll Humanities & Sci, Dept Stat Sci & Operat Res, Richmond, VA USAVirginia Commonwealth Univ, Coll Humanities & Sci, Dept Stat Sci & Operat Res, Richmond, VA USA
Jones, Chelsea L.
Abdel-Salam, Abdel-Salam G.
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机构:
Qatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha, Qatar
Qatar Univ, Dept Math Stat & Phys, CAS, Doha, QatarVirginia Commonwealth Univ, Coll Humanities & Sci, Dept Stat Sci & Operat Res, Richmond, VA USA
Abdel-Salam, Abdel-Salam G.
Mays, D'Arcy
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机构:
Virginia Commonwealth Univ, Coll Humanities & Sci, Dept Stat Sci & Operat Res, Richmond, VA USAVirginia Commonwealth Univ, Coll Humanities & Sci, Dept Stat Sci & Operat Res, Richmond, VA USA