I need one who can do my Quality Engineer project2.
STATISTICAL PROCESS CONTROL PROJECT
Introduction
In this project, the objective is to study the statistic data for the distance of the ball away from the target. The team will prepare a simple golf playing device and shoot the ball to a target. The data will be collected as the distance of the ball away from the target. The positive value is obtained when the ball is to the right of the target and the negative value is obtained when the ball is to the left of the target. The team will also learn how to apply the box plot, histogram as well as normal probability distribution plot to study the results.
Schematics
Procedure
1. Place the simple golf playing device
2. Place a centerline sticker on the ground
3. Load the golf ball and shoot
4. Record the distance of the ball away from the centerline
Data
Raw Data
Analysis
Calculation for Box Plot
Figure 1: Box Plot
Figure 2: Histogram Chart
Calculation for Normal Distribution
Figure 3: Normal Distribution
Calculation for moving average
Sample calculation
Upper limit control:
Lower limit control:
Figure 4: Moving Average Chart
Figure 3 shows the moving average chart with red curve being the upper limit control and green curve being lower limit control
Figure 5 Moving Range Chart
Figure 5 shows the moving range chart with red curve being the upper limit control.
Conclusion
The method that students used in this project is quantitative data collection method. Students measure the distance of the ball away from the target and record the positive value when the ball is to the right of the target and record the negative value when the ball is to the left of the target. The control in this project is the golf ball. We use the same golf ball throughout the whole process.
However, there are some factors that may affect the variability. The first is the device that we build for launching the golf ball. We used a simple device that is shown in schematics part. Because the basket that holds the golf ball is not stable when the golf ball leaves, it will cause some systematic error that the ball tends to go either side from the centerline. This error is also shown in the plots above where most of data tends to gather on one side of the centerline.
According to the plots shown in the analysis part, students can learn that the data has relative high standard deviation which means that most of data is far away from the centerline where distance is 0
Box Plot
-0.54 0.39500000000000002 0.34500000000000003 0.13 0.26999999999999996Golf Ball Distance
-0.1 0.2 0.22 0.4 -0.2 0 -0.2 0.3 0.33 0.22 0.23 0.1 0.21 0.12 -0.12 -0.23 -0. 15 0.4 0.5 0.2 0.6 -0.3 -0.4 -0.31 0.25 0.34 0.44 0.32 0.33 0.12 0.23 0.45 0.55000000000000004 -0.2 -0.5 -0.3 0.32 0.23 0.26 0.28000000000000003 -0.35 -0.43 0.28000000000000003 0.43 0.35 -0.26 -0.14000000000000001 -0.1 0.5 0.15 0.35 0.35 0.37 0.56000000000000005 0.54 -0.54 -0.32 -0.45 -0.1 -0.2 0.31 0.34 0.31 0.42 0.28999999999999998 0.27 0.15 0.16 0.11 0 -0.1 -0.2 0.2 0.12 -0.3Normal Distribution
-0.54 -0.5 -0.45 -0.43 -0.4 -0.35 -0.32 -0.31 -0.3 -0.3 -0.3 -0.26 -0.23 -0.2 -0.2 -0.2 -0.2 -0.2 -0.15 -0.14000000000000001 -0.12 -0.1 -0.1 -0.1 -0.1 0 0 0.1 0.11 0.12 0.12 0.12 0.15 0.15 0.16 0.2 0.2 0.2 0.21 0.22 0.22 0.23 0.23 0.23 0.25 0.26 0.27 0.28000000000000003 0.28000000000000003 0.28999999999999998 0.3 0.31 0.31 0.32 0.32 0.33 0.33 0.34 0.34 0.35 0.35 0.35 0.37 0.4 0.4 0.42 0.43 0.44 0.45 0.5 0.5 0.54 0.55000000000000004 0.56000000000000005 0.6 0.1213839996465986 0.16179858371547795 0.22585921883073662 0.25604310857136808 0.30641369179949379 0.40400408166370394 0.47041783531155767 0.49377037948511532 0.51769095594236902 0.51769095594236902 0.51769095594236902 0.61843726463070481 0.69824767098735741 0.78030061149597474 0.78030061149597474 0.78030061149597474 0.78030061149597474 0.78030061149597474 0.91784319316510832 0.94489308148781992 0.99798472266925808 1.0492579668320181 1.0492579668320181 1.0492579668320181 1.0492579668320181 1.2587270416992986 1.2587270416992986 1.3471309318986699 1.347817917753096 1.3469669273763285 1.3469669273763285 1.3469669273763285 1.3352414038074856 1.3352414038074856 1.3283198294918817 1.286225196290417 1.286225196290417 1.286225196290417 1.272275974 4238772 1.2570424063232331 1.2570424063232331 1.2405744178249585 1.2405744178249585 1.2405744178249585 1.2041524530958103 1.1843150163620286 1.1634756181505623 1.1416990165070129 1.1416990165070129 1.1190519719031569 1.0956029080849481 1.0714215700643217 1.0714215700643217 1.0465786816274976 1.0465786816274976 1.0211456046879541 1.0211456046879541 0.99519400274761594 0.99519400274761594 0.96879551064621772 0.96879551064621772 0.96879551064621772 0.91494233103331857 0.8325652854689235 0.8325652854689235 0.7773610890730005 0.74986223559950871 0.72251098762580446 0.6953632258185537 0.56443297738008358 0.56443297738008358 0.4679614960241541 0.44526676456953584 0.42318934902258987 0.34137791355454639Moving Average Chart
2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 0.10666666666666667 0.27333333333333337 0.13999999999999999 6.6666666666666666E-2 -0.13333333333333333 3.333333 3333333326E-2 0.14333333333333334 0.28333333333333333 0.26 0.18333333333333335 0.18000000000000002 0.14333333333333334 6.9999999999999993E-2 -7.6666666666666675E-2 -0.16666666666666666 6.6666666666666723E-3 0.25 0.3666666666666667 0.43333333333333329 0.16666666666666666 -3.3333333333333347E-2 -0.33666666666666667 -0.15333333333333332 9.3333333333333338E-2 0.34333333333333332 0.3666666666666667 0.36333333333333334 0.25666666666666665 0.22666666666666668 0.26666666666666666 0.41 0.26666666666666666 -4.9999999999999989E-2 -0.33333333333333331 -0.16 8.3333333333333329E-2 0.27 0.25666666666666665 6.3333333333333353E-2 -0.16666666666666666 -0.16666666666666666 9.3333333333333338E-2 0.35333333333333333 0.17333333333333334 -1.666666666666668E-2 -0.16666666666666666 8.666666666666667E-2 0.18333333333333335 0.33333333333333331 0.28333333333333333 0.35666666666666663 0.42666666666666669 0.49000000000000005 0.18666666666666668 -0.10666666666666667 -0.4366666666666667 -0.28999999999999998 -0.25 3.3333333333333179E-3 0.15 0.32 0.35666666666666669 0.34 0.32666666666666666 0.23666666666666669 0.19333333333333336 0.13999999999999999 9.0000000000000011E-2 3.3333333333333318E-3 -0.10000000000000002 -3.3333333333333347E-2 0.04 6.6666666666666723E-3 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.7785055754 1227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483 -0.77850557541227483n
Distance (cm)
Moving Range Chart
2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 0.30000000000000004 1.999999999999999E-2 0.18000000000000002 0.60000000000000009 0.2 0.2 0.5 3.0000000000000027E-2 0.11000000000000001 1.0000000000000009E-2 0.13 0.10999999999999999 0.09 0.24 0.11000000000000001 8.0000000000000016E-2 0.55000000000000004 9.9999999999999978E-2 0.3 0.39999999999999997 0.89999999999999991 0.10000000000000003 9.0000000000000024E-2 0.56000000000000005 9.0000000000000024E-2 9.9999999999999978E-2 0.12 1.0000000000000009E-2 0.21000000000000002 0.11000000000000001 0.22 0.10000000000000003 0.75 0.3 0.2 0.62 0.09 0.03 2.0000000000000018E-2 0.63 8.0000000000000016E-2 0.71 0.14999999999999997 8.0000000000000016E-2 0.61 0.12 4.0000000000000008E-2 0.6 0.35 0.19999999999999998 0 2.0000000000000018E-2 0.19000000000000006 2.0000000000000018E-2 1.08 0.22000000000000003 0.13 0.35 0.1 0.51 3.0000000000000027E-2 3.0000000000000027E-2 0.10999999999999999 0.13 1.9999999999999962E-2 0.12000000000000002 1.0000000000000009E-2 0.05 0.11 0.1 0.1 0.4 8.0000000000000016E-2 0.42 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825 0.99743890874560825n
Distance (cm)
370.32
380.23
390.26
400.28
41-0.35
42-0.43
430.28
440.43
450.35
46-0.26
47-0.14
48-0.1
490.5
500.15
510.35
520.35
530.37
540.56
550.54
56-0.54
57-0.32
58-0.45
59-0.1
60-0.2
610.31
620.34
630.31
640.42
650.29
660.27
670.15
680.16
690.11
700
71-0.1
72-0.2
730.2
740.12
75-0.3
difference
Min-0.54-0.54
Q1-0.1450.395
Med0.20.345
Q30.330.13
Max0.60.27
meanstd
0.1094670.295991
ndistance(cm)
1-0.1
20.2
30.22
40.4
5-0.2
60
7-0.2
80.3
90.33
100.22
110.23
120.1
130.21
140.12
15-0.12
16-0.23
17-0.15
180.4
190.5
200.2
210.6
22-0.3
23-0.4
24-0.31
250.25
260.34
270.44
280.32
290.33
300.12
310.23
320.45
330.55
34-0.2
35-0.5
36-0.3