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분석/통계.품질.6Sigma

Nelson rules

by 여우요원 2016. 7. 18.
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Nelson Rules

 
 

 

Nelson rules are a method in process control of determining if some measured variable is out of control (unpredictable versus consistent). Rules, for detecting "out-of-control" or non-random conditions were first postulated by Walter A. Shewhart [1] in the 1920s. The Nelson rules were first published in the October 1984 issue of the Journal of Quality Technology in an article by Lloyd S Nelson.[2]

The rules are applied to a control chart on which the magnitude of some variable is plotted against time. The rules are based on the mean value and the standard deviationof the samples.

Rule Description Chart Example Problem Indicated
Rule 1
One point is more than 3 standard deviations from the mean.

 

One sample (two shown in this case) is grossly out of control.
Rule 2
Nine (or more) points in a row are on the same side of the mean. Rule 2 - Control Charts for Nelson Rules.svg Some prolonged bias exists.
Rule 3
Six (or more) points in a row are continually increasing (or decreasing). Rule 3 - Control Charts for Nelson Rules.svg trend exists.
Rule 4
Fourteen (or more) points in a row alternate in direction, increasing then decreasing. Rule 4 - Control Charts for Nelson Rules.svg This much oscillation is beyond noise.

Note that the rule is concerned with directionality only. The position of the mean and the size of the standard deviation have no bearing.

Rule 5
Two (or three) out of three points in a row are more than 2 standard deviations from the mean in the same direction. Rule 5 - Control Charts for Nelson Rules.svg There is a medium tendency for samples to be mediumly out of control.

The side of the mean for the third point is unspecified.

Rule 6
Four (or five) out of five points in a row are more than 1 standard deviation from the mean in the same direction. Rule 6 - Control Charts for Nelson Rules.svg There is a strong tendency for samples to be slightly out of control.

The side of the mean for the fifth point is unspecified.

Rule 7
Fifteen points in a row are all within 1 standard deviation of the mean on either side of the mean. Rule 7 - Control Charts for Nelson Rules.svg With 1 standard deviation, greater variation would be expected.
Rule 8
Eight points in a row exist with none within 1 standard deviation of the mean and the points are in both directions from the mean. Rule 8 - Control Charts for Nelson Rules.svg Jumping from above to below whilst missing the first standard deviation band is rarely random.

The above eight rules apply to a chart of a variable value.

 

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