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Developing Structure-Property Linkage for Glass Fibre Reinforced Composites ME 8883/CSE 8803: Materials Informatics Alicia White and Geet Lahoti 15 th October 2014

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Materials Informatics

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Page 1: Presentation 10 15 v1

Developing Structure-Property Linkage for Glass Fibre Reinforced Composites

ME 8883/CSE 8803: Materials Informatics

Alicia White and Geet Lahoti

15th October 2014

Page 2: Presentation 10 15 v1

Glass Fibre Reinforced Composites

• Polymer: Polypropylene

• Processing Conditions

• Micro-CT Images: DICOM Format

Page 3: Presentation 10 15 v1

Analytics on Samples

• Sample 1 (X-Y) • Sample 1 (X-Y)

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Analytics on Samples

• Sample 1 (Y-Z) • Sample 2 (Y-Z)

Page 5: Presentation 10 15 v1

Analytics on Samples

• Sample 1 (X-Z) • Sample 2 (X-Z)

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Analytics on Samples

• Peak Fitting (Sample 1)

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Analytics on Samples

• Segmentation based on Gaussian Likelihood Maximization

• Gaussian Function

f(x) = 1

𝑎𝑒−(𝑥−𝑏)2

2𝑐2

where, a=height, b=center, c=width

2-Phase Segmented Image (Sample 1)

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Analytics on Samples

• Peak Fitting (Sample 1)

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Analytics on Samples

• Segmentation based on Gaussian Likelihood Maximization2-Phase Segmented Image (Sample 1)3-Phase Segmented Image (Sample 1)

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Analytics on Samples

• Peak Fitting (Sample 2)

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Analytics on Samples

• Peak Fitting (Sample 2)

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Analytics on Samples

• Peak Fitting (Sample 2)2-Phase Segmented Image (Sample 2)3-Phase Segmented Image (Sample 2)