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Figure 8.1. Engineering drawing of the “steer support”, a critical component of the Xootr scooter. The “height” of the steer support is specified by the dimensions (shown in the lower center portion of the drawing) as falling between 79.900 and 80.000 mm. Figure 8.2. Steer support within Xootr scooter assembly. The height of the steer support must closely match the opening in the lower handle. Figure 8.3: Examples for variation types Process Parameter Upper Control Limit (UCL) Center Line Lower Control Limit (LCL) Time periods Figure 8.4: A generic control chart 79.98 79.97 79.96 X-bar 79.95 79.94 79.93 79.92 79.91 79.9 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 0.09 0.08 0.07 0.06 R 0.05 0.04 0.03 0.02 0.01 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 Figure 8.5: X-bar chart and R-chart 12 10 X-Bar 8 6 4 2 0 1 3 5 7 9 11 13 15 17 19 21 23 25 27 1 3 5 7 9 11 13 15 17 19 21 23 25 27 30 25 R 20 15 10 5 0 Figure 8.6: Control charts for the An-ser case Upper Specification Limit (USL) Lower Specification Limit (LSL) Process A (with st. dev A) X-3A X-2A X-1A X X+1A X+2 X+3A 3 Process B (with st. dev B) X-6B X X+6B Figure 8.7: Comparison of three sigma and six sigma process capability Absolute Number Cause of Defect Percentage Cumulative Browser error 43 0.39 0.39 Order number out of sequence 29 0.26 0.65 Product shipped, but credit card not billed 16 0.15 0.80 Order entry mistake 11 0.10 0.90 Product shipped to billing address 8 0.07 0.97 Wrong model shipped 3 0.03 1.00 Total 110 Number of defects 100 Cumulative percents of defects 100 75 50 50 Wrong model shipped Product shipped to billing address Order entry mistake Product shipped, but credit card not billed Order number out off sequence Browser error 25 Figure 8.8: Order entry mistakes at Xootr Step 1 Test 1 Step 2 Test 2 Step 3 Test 3 Rework Step 1 Test 1 Step 2 Test 2 Step 3 Figure 8.9: Two processes with rework Test 3 Step 1 Step 2 Step 3 Final Test Step 1 Test 1 Step 2 Test 2 Figure 8.10: Process with scrap Step 3 Test 3 Process Step Defect Defect Defect occurred detected detected Cost of defect End of Process Bottleneck Defect detected $ $ Based on labor and material cost Based on sales price (incl. Margin) Market Defect detected $ Recall, reputation, warranty costs Figure 8.11.: Cost of a defect as a function of its detection location assuming a capacity constrained process 7 8 5 4 6 3 1 Defective unit 2 Good unit ITAT=7*1 minute 4 1 3 2 ITAT=2*1 minute Figure 8.12.: Information turnaround time and its relationship with buffer size Direction of production flow upstream downstream Authorize production of next unit Figure 8.13.: Simplified mechanics of a Kanban system Buffer argument: “Increase inventory” Inventory in process Toyota argument: “Decrease inventory” Figure 8.14.: More or less inventory? A simple metaphor Flow Rate High Increase inventory (smooth flow) Path advocated by Toyota production system Now Reduce inventory (blocking or starving become more likely) New frontier Frontier reflecting current process Low High Inventory (Long ITAT) Low Inventory (short ITAT) Inventory Figure 8.15.: Tension between flow rate and inventory levels / ITAT