DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU

Transcript of DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Page 1: 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

Page 2: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

DOEContents

Pre-experiment2

Conclusion4

Introduction31

Formal Experiment33

Page 3: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

Page 4: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

IntroductionFactor Decomposition

Response variable:free fall time

Input variables:paper thickness, cone radius, central angle,

Control variable:height

Nuisance factor:operator performance, recording error

Page 5: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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°

Page 6: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

Page 7: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Pre-experiment

Analysis: Reproducibility

Check whether there is significant difference between results of different operators

Cannot claim significant difference

Page 8: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Pre-experiment

Analysis: Influence Degree

Check which variables have influence and how much the influence is

Influence from certain variables and interaction

Page 9: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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)

Page 10: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

Page 11: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Formal Experiment

Data analysis

Descriptive analysis:

Thickness may have influence while radius may not

Page 12: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

Page 13: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Formal Experiment

Data Analysis

Main effects plot

1-1

3. 6

3. 2

2. 8

2. 4

2. 0

1-1

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3. 6

3. 2

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Radi us

Mean

Thi ckness

Angl e Repl i cati on

Mai n Eff ects Pl ot for Ti meData Means

Page 14: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

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Radi us

Thi ckness

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-11

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Thi ckness

I nteracti on Pl ot for Ti meData Means

Page 15: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Formal Experiment

General Linear Model (GLM)

Page 16: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

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0. 1

Resi dual

Percent

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0. 50

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9080706050403020101

0. 50

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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

Page 17: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

Page 18: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Formal Experiment

GLM adding interaction

Page 19: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

Formal Experiment

Residual Plots

0. 40. 20. 0-0. 2-0. 4

99. 9

99

90

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10

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0. 1

Resi dual

Percent

432

0. 4

0. 2

0. 0

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Residual

0. 30. 20. 10. 0-0. 1-0. 2-0. 3

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Resi dual

Frequency

9080706050403020101

0. 4

0. 2

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-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

Page 20: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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.

Page 21: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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.

Page 22: DOE Free Fall Time of Paper Cones Jiankun SUN, Nan CHEN, Donghui LI, Quan YUAN, Tianyang XU.

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

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DOE