u chart
u chart is a type of control chart used in statistical process control to monitor the rate of defects per unit in a process over time, where sample sizes can vary.
Map the data fields
- Subgroup/Lot: This field represents the different lots or batches of items being inspected.
- Process variable: This field contains the number of defects found in each lot.
- Sample Size: This field indicates the number of units inspected in each lot (can vary between lots).
- UCL: Optional field for custom upper control limits.
- LCL: Optional field for custom lower control limits.
- Central Line: Optional field for custom center line values.
Calculation Methodology
The u-chart calculations are performed as follows:
Average defects per unit (ū)
ū = Total Defects / Total Samples
Standard Error for Each Sample
Standard Error = √(ū / Sample Size)
Control Limits
For each data point:
Upper Control Limit (UCL):
UCL = ū + (Z-Score × Standard Error)
Lower Control Limit (LCL):
LCL = ū - (Z-Score × Standard Error)
Center Line (CL):
CL = ū (average defects per unit)
Defects per Unit for Each Sample:
Defects per Unit = Defects / Sample Size
Notes:
- If custom limits are provided, they override the calculated values
- The Z-Score determines the confidence level (typically 3 for 99.7% confidence)
- u charts allow for variable sample sizes between lots, making control limits vary for each point
- The actual defects per unit ratio is plotted for each lot
- Control limits are recalculated for each sample based on its specific sample size