DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.
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Transcript of DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.
DOE
Free Fall Time of Paper Cones
Jiankun SUN, Nan CHEN,
Donghui LI, Quan YUAN,
Tianyang XU
DOEContents
Pre-experiment2
Conclusion4
Introduction31
Formal Experiment33
IntroductionLiterature Review
《浅探纸锥下落快慢与纸锥大小的关系》 ,陆文彬
Only study free fall time of paper cones with same radius and different angles
Derive a complicated equation to describe the relationship between acceleration and velocity and the impacts from paper cone properties
IntroductionFactor Decomposition
Response variable:free fall time
Input variables:paper thickness, cone radius, central angle,
Control variable:height
Nuisance factor:operator performance, recording error
Pre-experiment
Pre-experiment Design
Purpose Check the repeatability and reproducibility Get a general idea of the degree of factors’ influence
Design 3 replications for each level and each operator
Variables
Code Radius Thickness Angle of cone
-1 5 cm Thin 150°
1 10 cm Thick 270°
Formal Experiment
Experiment Process
At platform of stairs in the hall of Shunde Building
The operator stretch out the arm horizontally and hold the paper cone with two fingers, and then release the cone without initial velocity
A camera is used to record the process for time analysis
Pre-experiment
Analysis: Reproducibility
Check whether there is significant difference between results of different operators
Cannot claim significant difference
Pre-experiment
Analysis: Influence Degree
Check which variables have influence and how much the influence is
Influence from certain variables and interaction
Formal Experiment
Formal Experiment Design
Full Factorial Design Level setting
radius thickness angle
-1 1 -1 1 continuous variable
5cm 10cm 70g/m2 200g/m2 90+20k(k=0,1,2…9)
Formal Experiment
Data Collection
大小 厚薄 锥角 时间 1 -1 270 4.73 4.40 4.53
1 -1 250 4.20 4.17 3.90
1 -1 230 3.90 4.00 3.73
1 -1 210 3.57 3.47 3.47
1 -1 190 3.27 3.20 3.10
1 -1 170 3.00 2.90 2.93
1 -1 150 2.70 2.60 2.60
1 -1 130 2.43 2.30 2.47
1 -1 110 2.67 2.47 2.37
1 -1 90 2.00 2.00 2.70
Formal Experiment
Data analysis
Descriptive analysis:
Thickness may have influence while radius may not
Formal Experiment
Data Analysis
Scatter Plot:
There seems to be a linear relationship between time and angel.
280260240220200180160140120
5. 0
4. 5
4. 0
3. 5
3. 0
2. 5
2. 0
Angl e
Time
-1 -1-1 11 -11 1
Radi us Thi ckness
Scatterpl ot of Ti me vs Angl e
Formal Experiment
Data Analysis
Main effects plot
1-1
3. 6
3. 2
2. 8
2. 4
2. 0
1-1
270250230210190170150130
3. 6
3. 2
2. 8
2. 4
2. 0
321
Radi us
Mean
Thi ckness
Angl e Repl i cati on
Mai n Eff ects Pl ot for Ti meData Means
Formal Experiment
Data Analysis
Interaction plot
No significant interaction between radius and thickness or between angle and radius.
Interaction between thickness and angle.
1- 1 270250230210190170150130
4
3
2
4
3
2
Radi us
Thi ckness
Angl e
-11
Radi us
-11
Thi ckness
I nteracti on Pl ot for Ti meData Means
Formal Experiment
General Linear Model (GLM)
Formal Experiment
Residual Plots
The residual versus is a bowl-like curve May be due to interaction
0. 500. 250. 00-0. 25-0. 50
99. 9
99
90
50
10
1
0. 1
Resi dual
Percent
432
0. 50
0. 25
0. 00
-0. 25
-0. 50
Fi tted Val ue
Residual
0. 40. 20. 0-0. 2-0. 4
24
18
12
6
0
Resi dual
Frequency
9080706050403020101
0. 50
0. 25
0. 00
-0. 25
-0. 50
Observati on Order
Residual
Normal Probabi l i ty Pl ot Versus Fi ts
Hi stogram Versus Order
Resi dual Pl ots for Ti me
Formal Experiment
Conclusion from GLM
Free fall time of paper cones have strong linear relationship with central angle and paper thickness
At 95% confidence level, the correlation between free fall time and cone radius is not significant
Formal Experiment
GLM adding interaction
Formal Experiment
Residual Plots
0. 40. 20. 0-0. 2-0. 4
99. 9
99
90
50
10
1
0. 1
Resi dual
Percent
432
0. 4
0. 2
0. 0
-0. 2
-0. 4
Fi tted Val ue
Residual
0. 30. 20. 10. 0-0. 1-0. 2-0. 3
20
15
10
5
0
Resi dual
Frequency
9080706050403020101
0. 4
0. 2
0. 0
-0. 2
-0. 4
Observati on Order
Residual
Normal Probabi l i ty Pl ot Versus Fi ts
Hi stogram Versus Order
Resi dual Pl ots for Ti me
Formal Experiment
Conclusion from 2nd GLM
A relatively higher, and no obvious pattern in the residual versus fits
At 95% confidence level, The effect of the interaction between paper thickness and central angle is significant.
Formal Experiment
Conclusion from 2nd GLM
A relatively higher, and no obvious pattern in the residual versus fits
At 95% confidence level, The effect of the interaction between paper thickness and central angle is significant.
ConclusionConclusion & Explanation
Equations thin paper: Time = 0.461408 + 0.0143581 Angle thick paper: Time = 0.461408 + 0.00927134 Angle
Explanation Air resistance increases with central angle. For different paper thickness, different mass of paper
contributes to different change in fall time as the central angle changes.
Wrong sign of coefficient of thickness: not significant
DOE