Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex...

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1 Mechanical Modeling of Skinfold Compression Kin 304W Week 10: July 10, 2012

Transcript of Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex...

Page 1: Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex Differences in Model Parameters Table 1: Means and standard errors of mean for

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Mechanical Modeling ofSkinfold Compression

Kin 304W

Week 10: July 10, 2012

Page 2: Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex Differences in Model Parameters Table 1: Means and standard errors of mean for

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Announcements

• Project Part II is due next Tuesday (July 17)

• Brett has office hours today (July 10) from 1-2 pm, K8619

• I still have a few marked Project Part I’s - please pick them upfrom me at the break or end of class.

Page 3: Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex Differences in Model Parameters Table 1: Means and standard errors of mean for

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Skinfold Thickness Measurement

Think back to Kin 142 when you measuredskinfold thicknesses…

Skinfolds are a compressed thickness of adouble layer of skin plus adipose tissue

Skinfold calipers have springs

Measure in mm

Caliper pressure is fixed: e.g. 10 g. mm-2

Skinfolds are held for 2 seconds and thena single measurement is recorded.

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Skinfold Compressibility Since skinfolds compress, thickness values actually vary over

time.

Compressibility varies: from site to site

due to differences in skin thickness & tension

due to differences in adipose tissue composition

between sexes: skinfolds in women are more compressible than in men

with age, due to dehydration and changes in elastic properties of tissues

Instead of recording a single skinfold measurement at the end of2 sec, if we could record thickness continuously, we would seehow it changes over time.

Need an output voltage to represent skinfold thickness

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Inexpensive Acquisition ofDynamic Skinfold Data

1. Start with a Slim Guide SkinfoldCaliper

2. Add a Potentiometer (transducer)to provide an analog signal(voltage) that varies with thickness

3. Connect the potentiometer to anA/D board

4. Control the A/D board withLabview software

5. Collect several trials of skinfoldthickness data; save the data in afile you can read into EXCEL

Page 6: Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex Differences in Model Parameters Table 1: Means and standard errors of mean for

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Dynamic Skinfold CompressionS01_TP

3.3

3.4

3.5

3.6

3.7

3.8

3.9

4

0 0.5 1 1.5 2

Time (secs)

Vol

tage

s

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Data Collection Initially a calibration run is required

Establishes gain and offset used to convert volts ofsignal to mm of skinfold thickness

Record 2 seconds of data Long enough to monitor any meaningful changes in

skinfold compression

100Hz (100 data points per second)

10 trials per skinfold

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Calibration

Gain (V/mm) = Voltage difference (V50 - V0) / 50 mm

Skinfold thickness = (VSF - V0) / Gain

Calculate skinfold thickness if V50=350 mV, V0=150mV, and VSF=200mV.

0

Volts

Time

0 mm

50 mm

Offset

VoltageDifference

V50 - V0

V50

V0

VSFVSF - V0

1. Hold caliper in 0mm position, record voltage (offset)2. Hold caliper in 50mm position, record voltage

Skinfold

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Signal Averaging: 10 trials (100 Hz)

Abdominal Skinfold Thickness

3

3.5

4

4.5

5

0 0.5 1 1.5 2

Time (secs)

Vol

ts

Page 10: Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex Differences in Model Parameters Table 1: Means and standard errors of mean for

S01_TP

3.3

3.4

3.5

3.6

3.7

3.8

3.9

4

0 0.5 1 1.5 2

Time (secs)

Vo

lta

ge

sCan we model this phenomenon?

Triceps skinfold compression

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Mechanical Modeling

• Spring Component– Hooke’s Law (F = -kx)

– Spring Constant

• Viscous Component– Dashpot

– Velocity dependent

– Coefficient of viscosity

Skin and adipose tissue are viscoelastic; therefore, the mechanicalresponse to loading involves both viscous and elastic (spring)components.

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Simple Mechanical Model

Viscous and Elastic Components in Series

Y = (F - bv) / awhere F=force, b = viscous coefficient, v=velocity, a = elastic coefficient

a b

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More Complex Mechanical Model

Two components of spring and dashpot in parallel

Figure 1: Diagramatic representation of mechanical model of skinfold compression. B1

and B2 are coefficients of viscosity and K1 and K2 are spring constants.

B1

K1 K2

B2

What mathematical equation describes this mechanical model?

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More Complex Mechanical Model

Tt is thickness at time tTinitial is initial thicknessb1 & b2 are coefficients of viscosityk1 & k2 are coefficients of elasticityF is force (applied by skinfold caliper)

!

Tt = Tinitial + F 1k1"e"k1tb1

k1

#

$

% % %

&

'

( ( (

)

*

+ + +

,

-

.

.

. + F 1

k 2"e"k 2tb 2

k 2

#

$

% % %

&

'

( ( (

)

*

+ + +

,

-

.

.

.

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Criteria of Goodness of Fit to Real Data

Judge goodness of fit with sum of squared residualsand by shape of curve.

Predicted vs Actual Abdominal Skinfold Thickness

20

25

30

35

0 0.5 1 1.5 2

Time (secs)

Thic

knes

s (m

m)

Page 16: Mechanical Modeling of Skinfold Compressiondmackey/13 - Skinfold Modeling Summer 2012.pdf · 16 Sex Differences in Model Parameters Table 1: Means and standard errors of mean for

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Sex Differences in Model Parameters

Table 1: Means and standard errors of mean for values of model coefficients k1, k2,b1, b2 and Tinit for females (n=8) and males (n=8) all three skinfold sites combined.

k1 k2 b1 b2 Tinit

Female Mean -1.275 -6.276 -0.077 -7.738 27.255

S.E.M. 0.251 0.970 0.010 1.672 3.684

Male Mean -2.499* -11.362* -0.135* -14.59* 24.692

S.E.M. 0.883 3.618 0.039 5.796 7.807

* = significantly different from Female mean using independent T-test (p<0.05).

Source: Ward R, Rempel R, Anderson GS. Modeling dynamic skinfold compression. Am J Hum Biol.1999;11(4):531-537.

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Mean compression curves for Males and Females

15

20

25

30

0 0.5 1 1.5 2

Time (secs)

Thic

knes

s (m

m)

Women

Men

Mean Skinfold Compression Curves forMen and Women