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Abstract THERMAL PROPERTY PREDICTION VIA FINITE-ELEMENT SIMULATIONS Edwin R. Fuller, Jr.,* National Institute of Standards and Technology, Gaithersburg, Maryland 20899-8521, U.S.A.; James Ruud, N. S. Hari, James C. Grande, Antonio Mogro-Campero, GE Corporate Research and Development, Schenectady, NY 12301, U.S.A. As thermal barrier coatings (TBC's) are used in more critical applications in advanced engines, extensive materials development effort in industry has been to produce more reliable and reproducible TBC's. Knowing basic physical properties of TBC's is essential for design and reliability assessment of components using these coatings. In particular, point-to-point knowledge of thermal conductivity is crucial in advanced turbine airfoil design to allow more precise part temperature and life assessment. As physical properties are difficult, costly, and time-consuming to measure directly, an alternate strategy is to develop finite-element schemes for calculating these properties directly from the complex material microstructure. Such a computational tool, called OOF for Object Oriented Finite element analysis, is used to simulate thermal conductivity of thermal-sprayed TBC's. Simulations are validated for a range of thermal-sprayed microstructures via thermal flash measurements of thermal diffusivity. This validation procedure has indicated many aspects of image analysis and the physics of thermal conductivity for fine microcracks that must be considered.
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Residual Stress Evolution in Plasma-Sprayed Thermal ...

Dec 03, 2021

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Page 1: Residual Stress Evolution in Plasma-Sprayed Thermal ...

AbstractTHERMAL PROPERTY PREDICTION

VIA FINITE-ELEMENT SIMULATIONS

Edwin R. Fuller, Jr.,* National Institute of Standards and Technology,Gaithersburg, Maryland 20899-8521, U.S.A.;

James Ruud, N. S. Hari, James C. Grande, Antonio Mogro-Campero,GE Corporate Research and Development, Schenectady, NY 12301, U.S.A.

As thermal barrier coatings (TBC's) are used in more critical applications in advanced engines, extensive materials development effort in industry has been to produce more reliable and reproducible TBC's. Knowing basic physical properties of TBC's is essential for design and reliability assessment of components using these coatings. In particular, point-to-point knowledge of thermal conductivity is crucial in advanced turbine airfoil design to allow more precise part temperature and life assessment. As physical properties are difficult, costly, and time-consuming to measure directly, an alternate strategy is to develop finite-element schemes for calculating these properties directly from the complex material microstructure. Such a computational tool, called OOF for Object Oriented Finite element analysis, is used to simulate thermal conductivity of thermal-sprayed TBC's. Simulations are validated for a range of thermal-sprayed microstructures via thermal flash measurements of thermal diffusivity. This validation procedure has indicated many aspects of image analysis and the physics of thermal conductivity for fine microcracks that must be considered.

Page 2: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Thermal Property Predictionvia Finite-Element Simulations

Edwin R. Fuller, Jr.,*National Institute of Standards and Technology

Gaithersburg , MD 20899-8521, U.S.A.James Ruud, N. S. Hari, James C. Grande, Antonio

Mogro-Campero, GE Corporate Research and Development, Schenectady, NY 12301, U.S.A.

Symposium on Advanced Ceramic CoatingsIntl. Conf. on Advanced Ceramics & Composites

Cocoa Beach, FL - January 15, 2002

Page 3: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Collaborators & Acknowledgment

� Stephen A. Langer, Information Tech. Lab., NIST

� Edwin Garcia,MIT� Mark R. Locatelli and Andrew C. E. Reid,

Mater. Sci. & Engn. Lab., NIST

Support in part from the U.S. Department of Energy, Office of Industrial Technologies, Project Officer, Patricia Hoffman, Advanced Turbine Systems Program, is gratefully acknowledged.

Page 4: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Technical Issues for TBC’s• Correlate properties with microstructure

� to shorten materials development cycle� to improve materials & processing� to enable more reliable design

• Increase thermal protection• Increase life• Increase reliability,

i.e., predict life, or coating spallation

APPROACH: Develop computational tools for elucidat-ing influences of stochastic microstructural features (e.g., porosity) on physical properties; and provide insights into mechanisms that lead to TBC spallation via predictive micro-mechanical models of reliability.

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Motivation: Predict Thermal Conductivity k of TBC’s

Laser flash measurements are time consuming, expensive, and require special expertise. Accordingly, such measurements are:� rarely made during materials development� used sparingly by turbine part designers� typically not included in production qualification & QC

Benefits of inexpensive, widely available, rapid predictor� More accurate cooling and lifing of gas turbine parts� Optimization of k during TBC material development� New lower k TBC materials designed on computer� Spray vendors qualify TBC’s for thermal conductivity� Expansion to other properties after validation for k

Page 6: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Element Analysisfor Materials Science and Engineering

Object Oriented Finite

http://www.ctcms.nist.gov/oof

Public domain software to simulate and elucidate macroscopic properties of complex materials microstructures

1999 Technologies of the Year Award

Page 7: Residual Stress Evolution in Plasma-Sprayed Thermal ...

PPM2OOF Tool

Mesh Binary Image

Micrograph

� Convert micrograph to “.ppm” (portable pixel map) file� Select & identify phases to create binary image� Assign constitutive physical properties to each phase� Mesh in PPM2OOF via “Simple Mesh” or “Adaptive

Mesh” – multiple algorithms that allow elements to adapt to the microstructure

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OOF ToolVirtual Experiments:Temperature Gradient

Visualize & Quantify:Heat Flux Distribution

To + �T

To - �T

Perform virtual experiments on finite-element mesh:� To determine effective macroscopic properties� To elucidate parametric influences� To visualize microstructural physics

Page 9: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Anisotropic Thermal & Elastic Properties

With OOF systematically elucidate the influence of porosity (pores and microcracks & their spatial and size distribution) on thermal and elastic behavior

Herbert Herman, Sci. Amer.,259 [3], 112-117 (Sept 1988).

TBC microstructure

cross section

plan section

intralamellarmicrocracks

interlamellarporosity

Page 10: Residual Stress Evolution in Plasma-Sprayed Thermal ...

TBC Thermal Conductivity Measurements

k (W/m-K) at 890 ºC in N2

1.480.96

0.81 0.770.76

0.62 0.63

50 �m

0.40250 �m

James Ruud, N. S. Hari, James Grande, & A. Mogro-Campero, GE Corp. R&D

Page 11: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Thermal Conductivity via OOF Simulations

substratebond coat

YSZ TBC TGOImage

AnalysisOptical

Microscopy

890 ºC

20 regions: ~150 �m x ~150 �m

OOF

PP2OOF

Page 12: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Influences of Image Resolution

Image Resolution: 0.428 µm/pixel

1.076W/m·K

CalculatedKbulk:

Heat FluxDistribution

0 kW/m2

-156 kW/m2

-234 kW/m2

-78 kW/m2

Image Resolution: 0.214 µm/pixel

0.940W/m·K

64.2 �m x 32.1 �m

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Variation from CC to AA+10� Increased porosity� Thicker crack widths� Better connected cracks� Nonetheless, still missed some

low-contrast, thin cracks

890ºC in nitrogen

k - experimental

k -o

of

Average of 20 regions produced nearly correct ordering of kOOF

Variation in image analysis protocolAA-10

AA

AA+10

CC

BB

image

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300 x 300960 x 500 100 x 490

600 x 150 900 x 100

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300 x 300

600 x 150

Size 890ºC in N2 890ºC in vacuumkOOF kOOF

300 x 300 1.33 � 8.7% 1.22 � 15.6%600 x 150 1.35 � 8.3% 1.27 � 12.2%1200 x 75 1.37 � 4.6% 1.31 � 6.1%

1200 x 75

Expt. Value in W/m-K at 890 ºC

In 1 atm N2:

Kexpt = 1.48 � 5.7%

average of 16 adjacent sections in one image

Page 16: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Comparison of Two Specimen Sets at 890 ºC in N2

Porosity (%)

K m

easu

red

(W/m

-K)

K measured (W/m-K)

K o

of (W

/m-K

)

• Consistent correlation for wide range of microstructures• Data below �1 W/m-K, slope of �1, but high absolute value• Data above �1 W/m-K, slope of <1; (vertically cracked)

Page 17: Residual Stress Evolution in Plasma-Sprayed Thermal ...

Influences of Feature Size

720X mag, 0.449 �m/pixel

T = 890ºC, d ~ 0.34 �m

T = 18ºC, d ~ 85 nm

kgas = kgasbulk / [1 + 3.17(d/x)]

Kgasbulk:

0.058W/m-K

A. Mogro-Campero, C. A. Johnson, P. J. Bednarczyk, R. B. Dinwiddie, H. Wang, Surf. & Coat. Tech., 94-95, 102-105 (1997).

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Thermal Property Predictionvia Finite-Element Simulations

SUMMARY:� Microstructure-based, finite-element simulations

provide a new paradigm for property measure-ments of complex materials, such as, TBC’s.

� Sample preparation & image analysis are critical for obtaining accurate, quantitative measures of behavior.

� Dimensions of microstructural feature can have significant influences on determined properties.

� Finite-element simulations help to elucidate the influences of stochastic microstructural features (e.g., porosity) on the thermal conductivity of complex TBC microstructures.