SPC WITH CORRELATED OBSERVATIONS FOR THE CHEMICAL AND PROCESS INDUSTRIES

被引:50
作者
MASTRANGELO, CM [1 ]
MONTGOMERY, DC [1 ]
机构
[1] ARIZONA STATE UNIV,TEMPE,AZ 85287
关键词
AUTOCORRELATION; STATISTICAL PROCESS CONTROL; TIME SERIES MODELS; EWMA;
D O I
10.1002/qre.4680110203
中图分类号
T [工业技术];
学科分类号
08 [工学];
摘要
In the use of statistical control charts, violating the basic assumption of independent or uncorrelated data results in a chart that exhibits poor statistical performance, resulting in an increased number of false alarms. Autocorrelated data requires modifications to traditional control chart techniques. A method based on the exponentially weighted moving average that uses variable control limits is presented. Using simulation, we explore the shift detection properties of this moving centre-line technique and will show how the detection capability of the procedure can be enhanced using supplemental tracking signal tests. Guidelines and conditions for use are also presented.
引用
收藏
页码:79 / 89
页数:11
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