STATISTICAL PROCESS-CONTROL PROCEDURES FOR CORRELATED OBSERVATIONS

被引:275
作者
HARRIS, TJ [1 ]
ROSS, WH [1 ]
机构
[1] QUEENS UNIV, DEPT MATH & STAT, KINGSTON K7L 3N6, ONTARIO, CANADA
关键词
STATISTICAL PROCESS CONTROL; CUMULATIVE SUM; SHEWHART CHART; EXPONENTIALLY WEIGHTED MOVING AVERAGE; SERIAL CORRELATION; KALMAN FILTERING; TIME SERIES;
D O I
10.1002/cjce.5450690106
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Measurements from industrial processes are often serially correlated. The impact of this correlation on the performance of the cumulative sum and exponentially weighted moving average charting techniques is investigated in this paper. It is shown that serious errors concerning the "state of statistical process control" may result if the correlation structure of the observations is not taken into account. The use of time series methods for coping with serially correlated observations is outlined. Paper basis weight measurements are used to illustrate the time series methodology.
引用
收藏
页码:48 / 57
页数:10
相关论文
共 50 条
[11]   EXACT RESULTS FOR SHEWHART CONTROL CHARTS WITH SUPPLEMENTARY RUNS RULES [J].
CHAMP, CW ;
WOODALL, WH .
TECHNOMETRICS, 1987, 29 (04) :393-399
[12]   APPLICATION OF THE KALMAN FILTER TO INVENTORY CONTROL [J].
DOWNING, DJ ;
PIKE, DH ;
MORRISON, GW .
TECHNOMETRICS, 1980, 22 (01) :17-22
[13]  
EWAN WD, 1961, J R STAT SOC B, V23, P149
[14]   DETERMINATION OF ARL AND A CONTOUR NOMOGRAM FOR CUSUM CHARTS TO CONTROL NORMAL MEAN [J].
GOEL, AL ;
WU, SM .
TECHNOMETRICS, 1971, 13 (02) :221-&
[15]   AVERAGE RUN LENGTHS IN CUMULATIVE CHART QUALITY CONTROL SCHEMES [J].
GOLDSMITH, P ;
WHITFIELD, H .
TECHNOMETRICS, 1961, 3 (01) :11-&
[16]   ASSESSMENT OF CONTROL LOOP PERFORMANCE [J].
HARRIS, TJ .
CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 1989, 67 (05) :856-861
[17]  
HARRISON PJ, 1976, J R STAT SOC B, V38, P205
[18]   A NOTE ON MULTIVARIATE CUSUM PROCEDURES [J].
HEALY, JD .
TECHNOMETRICS, 1987, 29 (04) :409-412
[19]  
HUNTER JS, 1986, J QUAL TECHNOL, V18, P203
[20]  
JOHNSON NL, 1962, IND QUALITY CONTROL, P29