Multivariate Control Charts;
MVE Estimators;
Outliers;
S Estimators;
MULTIVARIATE CONTROL CHARTS;
LINEAR PROFILES;
HIGH DIMENSION;
S-ESTIMATORS;
LOCATION;
COVARIANCE;
BEHAVIOR;
OUTLIERS;
SHAPE;
D O I:
暂无
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
Under the presence of multivariate outliers, in a Phase I analysis of historical set of data, the T-2 control chart based on the usual sample mean vector and sample variance - covariance matrix performs poorly. Several alternative estimators have been proposed. Among them, estimators based on the minimum volume ellipsoid (MVE) and the minimum covariance determinant (MCD) are powerful in detecting a reasonable number of outliers. In this paper we propose a T-2 control chart using the biweight S estimators for the location and dispersion parameters when monitoring multivariate individual observations. Simulation studies show that this method outperforms the T-2 control chart based on MVE estimators for a small number of observations.
机构:
Univ Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete, SpainUniv Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete, Spain
Alfaro, Jose Luis
Ortega, Juan Fco.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete, SpainUniv Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete, Spain
机构:
Univ Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, SpainUniv Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, Spain
Alfaro, J. L.
Ortega, J. Fco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, SpainUniv Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, Spain
机构:
Univ Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, SpainUniv Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, Spain
Alfaro, Jose-Luis
Ortega, Juan-Fco.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, SpainUniv Castilla La Mancha, Fac CC Econ & Empresariales Albacete, Albacete 02071, Spain