In: Operations Management
A small chemical company uses process control charts for the container filling processes within its operations. One of the products is a weed killer, Lawn Order. The company wants to setup process control charts for this product and has the following data.
Observations
Sample 1 2 3 4 X-Bar R
1 50 90 40 80 65.0 50
2 50 60 80 60 62.5 30
3 40 70 40 90 60.0 50
4 50 60 100 90 75.0 50
5 90 60 50 30 57.5 60
6 70 60 90 40 65.0 50
7 100 30 80 70 70.0 70
8 50 100 60 90 75.0 50
A. What are the center line, lower control limit, and upper control limit equal to for the X-Bar chart? (Use the sample range to calculate the upper and lower control limits)
Answer:
Step 1: First, we will find X=X=(Average of X-Bar) and R-R- (Average of Samples Ranges)
Average of X-Bar (X=X=) = Sum of X-Bar Column / No. of Samples = (65 + 62.5 + 60 + 75 + 57.5 + 65 + 70 + 75) / 8 = 66.25
Average of all Sample Ranges = R-bar = Sum of Ranges / No. of Samples = (50 + 30 + 50 + 50 + 60 + 50 + 70 + 50 ) / 8 = 51.25
Step 2: Now, we will apply the following formulas to find the Upper Control Limit (UCL), Lower Control Limit (LCL), and Central Limit (CL):
Upper Control Limit = UCLx = X=X= + (A2* R-) = 66.25 + (0.729 * 51.25) = 103.61 (Rounded to 2 decimal places)
Where, A2 = Control chart constant for the subgroup size of 4 = 0.729 (Derived from the Table of Control Charts)
Lower Control Limit = LCLx = X=X= - (A2* R-) = 66.25 - (0.729 * 51.25) = 28.89 (Rounded to 2 decimal places)
Center line (X=X=))= (UCL + LCL) / 2 = (103.61 + 28.89) / 2 = 66.25 (Rounded to 2 decimal places)