inverse estimation of concrete properties andrew salisbury civil engineering november 27, 2006

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Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

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November 27, 2006Andrew Salisbury3 This talk explains the process of determining concrete properties Temperature Variation and Measurement Modeling Parameter Estimation

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Page 1: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

Inverse Estimation of Concrete Properties

Andrew SalisburyCivil EngineeringNovember 27, 2006

Page 2: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 2

Key Points From the Last Talk Background on concrete and its

important thermal properties Introduction to non-destructive

evaluation and its uses in engineering The ultimate goal of this research is to

determine concrete strength from material properties using heat flow

Page 3: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 3

This talk explains the process of determining concrete properties

Air Temperature Variation

0

500

1000

1500

2000

2500

3000

3500

0 10 20 30 40 50 60 70 80

Time (Hours)

Hea

t flu

x (k

J/m

^2 C

) Temperature Variation and Measurement

Modeling

Parameter Estimation

Page 4: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 4

Heat flow must be stimulated by an external source

Heat Flux Variation Due to Solar Heating

0

500

1000

1500

2000

2500

3000

3500

0 10 20 30 40 50 60 70 80

Time (Hours)

Hea

t flu

x (k

J/m

2̂ C

)

Solar radiation causes periodic heat input

Page 5: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 5

Infrared thermography allows non-invasive measurement of surface temperatures

Infrared image of a structure’s exterior reveals temperature variations.

Bright red colors signal higher temperatures.

Page 6: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 6

Modeling with the finite element method allows for temperature simulation

Temperature and heat flux is calculated for each element

Accuracy depends on the mesh size

Page 7: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 7

Appropriate boundary conditions are essential for an accurate model

0 1 2 3 4 5 6 7

x 105

30

35

40

45

50

55

60

65

Time (Seconds)

Tem

pera

ture

(C)

The blue curve represents model temperatures while the red represents recorded ones

Page 8: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 8

Parameter estimation requires an iterative optimization process

Recorded Temperatures

Generate Model Temperatures Calculate Error

Otherwise, Change Model Parameters

Make Initial Guess for Parameters

Stop if Error Meets Tolerance

Page 9: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 9

Results suggest that this process is accurate 3 parameters solved simultaneously with

errors less than 10 percent Degrees of freedom limit the number of

independent unknowns Not a major problem since density has

the least variation and a constant value is often assumed

Page 10: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 10

Summary and Future Outlook Determining material properties is an

iterative three step process The process is non-invasive and can be

used in many applications Future research will study early age

concrete and heat generation

Page 11: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 11

Questions?

Page 12: Inverse Estimation of Concrete Properties Andrew Salisbury Civil Engineering November 27, 2006

November 27, 2006 Andrew Salisbury 12

ReferencesOutdoor IR Thermography. (2006) [Online] Available

http://www.imaging1.com/gallery/images/outdoor%20ir%20thermography%20energy%20audit%20scan.jpg. November 26, 2006.

Global Optimization. (2006) [Online] Availablehttp://mathworld.wolfram.com/images/eps-gif/GlobalOptimization_1000.gifNovember 26, 2006.

Concrete Ready-Mix. (2006) [Online] Availablehttp://www.concrete-readymix.com/3.jpg. November 26, 2006.

Solarcrete Energy Efficient Buildings. (2006) [Online] Availablehttp://www.solarcrete.com/precast-concrete-thermal-infrared-images.php.November 26, 2006.