XBarS chart
XBarS chart (X-Bar and Standard Deviation chart) is a type of control chart used in statistical process control to monitor the mean and variation of a process using the standard deviation of subgroups. It is preferred over the XBarR chart when subgroup sizes are larger (typically n > 8), as the standard deviation provides a more efficient estimate of process variation.
Map the data fields
- Subgroup/Lot: This field represents the subgroup identifier. All observations sharing the same subgroup value are grouped together.
- Process Value: This field contains the individual measurement value for each observation within a subgroup.
- UCL (SPC Variable): Optional field for custom upper control limits for the SPC Variable (X̄) series.
- LCL (SPC Variable): Optional field for custom lower control limits for the SPC Variable (X̄) series.
- Central line (SPC Variable): Optional field for custom center line values for the SPC Variable (X̄) series.
- UCL (SPC Range): Optional field for custom upper control limits for the SPC Range (S) series.
- LCL (SPC Range): Optional field for custom lower control limits for the SPC Range (S) series.
- Central line (SPC Range): Optional field for custom center line values for the SPC Range (S) series.
Calculation Methodology
The XBarS chart requires subgroup sizes between 2 and 25. Calculations are performed as follows:
Subgroup Mean (x̄ᵢ)
x̄ᵢ = Sum of all values in subgroup i / Number of observations in subgroup i
Subgroup Standard Deviation (Sᵢ)
Sᵢ = sqrt( Σ(xⱼ - x̄ᵢ)² / (nᵢ - 1) )
Grand Mean (X̿)
X̿ = Sum of all subgroup means / Number of subgroups (k)
Average Standard Deviation (S̄)
S̄ = Sum of all subgroup standard deviations / Number of subgroups (k)
Control Limits — X-Bar Chart
Upper Control Limit (UCL):
UCL = X̿ + A3 × S̄
Lower Control Limit (LCL):
LCL = X̿ - A3 × S̄
Center Line (CL):
CL = X̿
A3 Constants Table
| n | A3 | n | A3 |
|---|---|---|---|
| 2 | 2.659 | 14 | 0.817 |
| 3 | 1.954 | 15 | 0.789 |
| 4 | 1.628 | 16 | 0.763 |
| 5 | 1.427 | 17 | 0.739 |
| 6 | 1.287 | 18 | 0.718 |
| 7 | 1.182 | 19 | 0.698 |
| 8 | 1.099 | 20 | 0.680 |
| 9 | 1.032 | 21 | 0.663 |
| 10 | 0.975 | 22 | 0.647 |
| 11 | 0.927 | 23 | 0.633 |
| 12 | 0.886 | 24 | 0.619 |
| 13 | 0.850 | 25 | 0.606 |
Notes:
- If custom limits are provided, they override the calculated values
- Subgroup size (n) must be between 2 and 25
- Subgroup standard deviation uses the sample formula (divides by n-1)
- The plotted value on the X-Bar chart is the subgroup mean, not individual observations
- XBarS is preferred over XBarR when subgroup sizes are larger (typically n > 8), as standard deviation is a more statistically efficient measure of spread