Design of Experiment
description
Transcript of Design of Experiment
![Page 1: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/1.jpg)
Design of ExperimentGroup member: Li Zheran Xu Zan She Manrong Lei Chen
![Page 2: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/2.jpg)
2
Content :
Motivation Literature review Design of Experiment Implementation Restrictions
![Page 3: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/3.jpg)
3
Motivation
Find out the main effect on spinning top
Design a model between the effect and the response
Help understand the work principle of spinning top
![Page 4: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/4.jpg)
4
Content :
Motivation Literature review Design of Experiment Implementation Restrictions
![Page 5: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/5.jpg)
5
Literature review
The history of spinning-top:
① 明代刘侗、于奕正《帝经物略 · 二春场》载 : “ 陀螺者,木制,如小空钟,中实而无柄。绕以鞭之绳,卓于地,争制其鞭……”。② 1852 年 , 博科
(Foucault) 首先将高速旋转的刚体称为陀螺。Wooden gyro
Clockwork gyro
Rotating handle gyro
![Page 6: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/6.jpg)
6
Literature review
The process of turning spinning-top:
![Page 7: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/7.jpg)
7
Literature review
The process of turning spinning-top:
![Page 8: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/8.jpg)
8
Content :
Motivation Literature review Design of Experiment Implementation Restrictions
![Page 9: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/9.jpg)
9
Design of Experiment
A full fractional design
• Factor Decomposition• Implementation of the experiments• Data analysis• The results of the design
![Page 10: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/10.jpg)
10
Factor Decomposition Response Variable: Slewing time Control variable: ① Ground surface ( cement / plastic / ceramic )② Height ( low / high )③ Weight ( light / heavy ) Fixed variables: Force ( held constant ) Nuisance factor: ① Surface homogeneous ② Wind speed
![Page 11: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/11.jpg)
11
Factor Level Definition
Control Variable Code Levels Level Code
Ground Surface A
Cement Ground 1Plastic
Ground(playground) 2
Ceramic Ground 3
Height B Low(H=10cm) 1High(H=20cm) 2
Gyro Weight C Light 1Heavy(with plasticine) 2
![Page 12: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/12.jpg)
12
Preliminary Experiment
Choose rotating handle gyro to do the preliminary experiment to control the fixed factor
Ground Surfac
e
•cementHei
ght •H=10cm
Weight
• light
![Page 13: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/13.jpg)
13
Control the fixed factor
![Page 14: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/14.jpg)
14
Control the fixed factor
![Page 15: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/15.jpg)
15
Content :
Motivation Literature review Design of Experiment Implementation Restrictions
![Page 16: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/16.jpg)
16
Implementation1:cement
2:plastic
3:ceramic
A: groun
d surfac
e
1:H=10cm
2:H=20cm
B: heigh
t
1:light
2:heavy
C: weigh
t
![Page 17: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/17.jpg)
17
Implementation
Full Factorial Design
![Page 18: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/18.jpg)
18
Data analysis
321
30
20
1021
21
30
20
10
A
均值
B
C
Sl ewi ng Ti me 主效应图数据均值
• Significant effect• A: type of
ground surface
• C: the weight of the gyro
• No significant effect• B: the height
![Page 19: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/19.jpg)
19
Data analysis ( cont. )
45
30
15
21
21
45
30
15
321
45
30
15
A
B
C
123
A
12
B
12
C
Sl ewi ng Ti me 交互作用图数据均值
• No interaction effect
• A and B• B and C
• Significant effect
• A and C
• On the ceramic ground, the difference is bigger.
![Page 20: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/20.jpg)
20
Data analysis ( cont. )
1050-5-10
99. 999
90
50
10
10. 1
残差
百分比
5040302010
5
0
-5
-10
拟合值
残差
840-4-8
24
18
12
6
0
残差
频率
605550454035302520151051
5
0
-5
-10
观测值顺序
残差
正态概率图 与拟合值
直方图 与顺序
Sl ewi ng Ti me 残差图• Normality
assumption• Normal
probability plot √
• Histogram √• Equal variance
assumption• Residual VS
fitted value ╳
![Page 21: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/21.jpg)
21
Slewing Time 的方差分析,在检验中使用调整的 SS来源 自由度 Seq SS Adj SS Adj MS F PA 2 7719.96 7719.96 3859.98 300.64 0.000B 1 2.05 2.05 2.05 0.16 0.691C 1 1189.04 1189.04 1189.04 92.61 0.000A*B 2 2.75 2.75 1.38 0.11 0.899A*C 2 575.56 575.56 287.78 22.41 0.000B*C 1 6.21 6.21 6.21 0.48 0.490A*B*C 2 18.10 18.10 9.05 0.70 0.499误差 48 616.28 616.28 12.84合计 59 10129.95
S = 3.58317 R-Sq = 93.92% R-Sq (调整) = 92.52%
项 系数 系数标准误 T P常量 19.6983 0.4626 42.58 0.000A1 -4.8033 0.6542 -7.34 0.0002 -10.8533 0.6542 -16.59 0.000B1 -0.1850 0.4626 -0.40 0.691C1 4.4517 0.4626 9.62 0.000A*B1 1 0.0400 0.6542 0.06 0.9512 1 0.2400 0.6542 0.37 0.715A*C1 1 -0.6967 0.6542 -1.06 0.2922 1 -3.3967 0.6542 -5.19 0.000B*C1 1 0.3217 0.4626 0.70 0.490A*B*C1 1 1 -0.6067 0.6542 -0.93 0.3582 1 1 -0.1167 0.6542 -0.18 0.859
![Page 22: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/22.jpg)
22
Another experiment1:cement
2:plastic
3:ceramic
A: ground
surface
1:H=30cm
2:H=1m
B: height
1:light
2:heavy
C: weig
ht
Clockwork gyro
![Page 23: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/23.jpg)
23
Data analysis
321
30
20
1021
21
30
20
10
A
均值
B
C
Sl ewi ng Ti me 主效应图数据均值
45
30
15
21
21
45
30
15
321
45
30
15
A
B
C
123
A
12
B
12
C
Sl ewi ng Ti me 交互作用图数据均值
![Page 24: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/24.jpg)
24
Data analysis
420-2-4
99. 999
90
50
10
10. 1
标准化残差
百分比
40302010
3. 0
1. 5
0. 0
-1. 5
-3. 0
拟合值
标准化残差
2. 41. 20. 0-1. 2-2. 4
20
15
10
5
0
标准化残差
频率
605550454035302520151051
3. 0
1. 5
0. 0
-1. 5
-3. 0
观测值顺序
标准化残差
正态概率图 与拟合值
直方图 与顺序
Sl ewi ng Ti me 残差图(加权)
1050-5-10
99. 999
90
50
10
10. 1
残差
百分比
40302010
10
5
0
-5
-10
拟合值
残差
1050-5-10
30
20
10
0
残差
频率
605550454035302520151051
10
5
0
-5
-10
观测值顺序
残差
正态概率图 与拟合值
直方图 与顺序
Sl ewi ng Ti me 残差图
![Page 25: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/25.jpg)
25
Slewing Time 的方差分析,在检验中使用调整的 SS来源 自由度 Seq SS Adj SS Adj MS F PA 2 273.476 308.292 154.146 291.91 0.000B 1 0.089 0.081 0.081 0.15 0.696C 1 38.019 64.031 64.031 121.26 0.000A*B 2 0.537 0.113 0.056 0.11 0.899A*C 2 29.137 29.028 14.514 27.49 0.000B*C 1 0.136 0.482 0.482 0.91 0.344A*B*C 2 0.973 0.973 0.487 0.92 0.405误差 48 25.347 25.347 0.528合计 59 367.714
S = 0.726677 R-Sq = 93.11% R-Sq (调整) = 91.53%
项 系数 系数标准误 T P常量 19.2759 0.4119 46.80 0.000A1 -4.7976 0.5450 -8.80 0.0002 -10.5211 0.4967 -21.18 0.000B1 -0.1617 0.4119 -0.39 0.696C1 4.5355 0.4119 11.01 0.000A*B1 1 0.0217 0.5450 0.04 0.9682 1 0.2241 0.4967 0.45 0.654A*C1 1 -0.7190 0.5450 -1.32 0.1932 1 -3.5094 0.4967 -7.07 0.000B*C1 1 0.3936 0.4119 0.96 0.344A*B*C1 1 1 -0.6616 0.5450 -1.21 0.2312 1 1 -0.2219 0.4967 -0.45 0.657
![Page 26: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/26.jpg)
26
The results of the design
Main effect:Ground surface & weight with 95% confidence Ground surface effect:Ceramic material increases the slewing time Weight effect:Lighter gyro increases the slewing time
![Page 27: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/27.jpg)
27
Content :
Motivation Literature review Design of Experiment Implementation Restrictions
![Page 28: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/28.jpg)
28
Restrictions on the experiment
Force control: Though we have practice to keep force constant, there is still personal error. Difficult to control the weight: To control the weight, we choose to cover plasticine to plus weight. Data acquisition: Each run we use stopwatch to record data, which may have measuring error. Wearing restriction: With the increasing of run times, the gyro wearing increases.
![Page 29: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/29.jpg)
![Page 30: Design of Experiment](https://reader035.fdocuments.in/reader035/viewer/2022081505/568161e7550346895dd212c6/html5/thumbnails/30.jpg)
30
Thank you for listeningQ&A