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Quantifying microstructural features in aging process of Al6061 Ali Khosravani Jordan Weaver

PCA on Optical images

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Page 1: PCA on Optical images

Quantifying microstructural features in aging process

of Al6061

Ali KhosravaniJordan Weaver

Page 2: PCA on Optical images

Original Image Corrected Image Segmented Image

400

775

Page 3: PCA on Optical images

AR 400F 525F 650F 775FImage 1 0.032904 0.041857 0.036041 0.051641 0.097341Image 2 0.023965 0.043686 0.035519 0.060976 0.103627Image 3 0.024079 0.040578 0.031837 0.054671 0.111044Image 4 0.027179 0.039005 0.045656 0.054723 0.092842Image 5 0.027323 0.041474 0.036051 0.054555 0.106871Image 6 0.024258 0.038561 0.034232 0.057636 0.106811Image 7 0.028309 0.036217 0.028897 0.054658 0.089563Image 8 0.021637 0.03788 0.029157 0.058748 0.084825Image 9 0.026702 0.035803 0.099341 0.104465Image 10 0.020928 0.041351 0.046461 0.089996Average 0.025728 0.039641 0.034674 0.059341 0.098739

Volume fraction- Constituent particle

Page 4: PCA on Optical images

0 50 100 150 200 250 300 350 400 450 5000

1

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3

x 10-4

Number of Pixels

Fre

que

ncy

AR

400 F

525 F

650 F

775 F

Particle Spacing- Chord length on matrix

Page 5: PCA on Optical images

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fr00

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fr11

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2500.92

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2-point statistics on OM and averaging statistics

Page 6: PCA on Optical images

fr00

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fr11

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Page 7: PCA on Optical images

-2 -1.5 -1 -0.5 0 0.5 1

x 10-3

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PC 1

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AR400 F525 F650 F775 F

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x 10-3

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PC 1

PC

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PCA on Chord Length

Page 8: PCA on Optical images

PCA on 2 point Stats + Chord Length-50 -40 -30 -20 -10 0 10 20 30

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AR400 F525 F650 F775 F

Page 9: PCA on Optical images

-30 -20 -10 0 10 20 30 40 50-0.6

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PC 1

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AR400 F525 F650 F775 F

-30 -20 -10 0 10 20 30 40 50-0.8

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PCA on 2 point Stats