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Quantifying microstructural features 
in aging process of Al6061 
Ali Khosravani 
Jordan Weaver
Original Image Corrected Image Segmented Image 
400 
775
Volume fraction- Constituent particle 
AR 400F 525F 650F 775F 
Image 1 0.032904 0.041857 0.036041 0.051641 0.097341 
Image 2 0.023965 0.043686 0.035519 0.060976 0.103627 
Image 3 0.024079 0.040578 0.031837 0.054671 0.111044 
Image 4 0.027179 0.039005 0.045656 0.054723 0.092842 
Image 5 0.027323 0.041474 0.036051 0.054555 0.106871 
Image 6 0.024258 0.038561 0.034232 0.057636 0.106811 
Image 7 0.028309 0.036217 0.028897 0.054658 0.089563 
Image 8 0.021637 0.03788 0.029157 0.058748 0.084825 
Image 9 0.026702 0.035803 0.099341 0.104465 
Image 10 0.020928 0.041351 0.046461 0.089996 
Average 0.025728 0.039641 0.034674 0.059341 0.098739
Particle Spacing- Chord length on matrix 
0 50 100 150 200 250 300 350 400 450 500 
3 
2 
1 
0 
x 10 
-4 
Number of Pixels 
Frequency 
AR 
400 F 
525 F 
650 F 
775 F
150 
200 
250 
0.04 
0.03 
0.02 
150 
200 
250 
150 200 250 
0.04 
0.03 
0.02 
0.01 
150 
200 
250 
0.04 
0.03 
0.02 
150 
200 
250 
150 200 250 
0.04 
0.03 
0.02 
0.01 
150 
200 
250 
0.04 
0.03 
0.02 
150 
150 200 250 
0.04 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
150 
200 
250 
150 200 250 
0.03 
0.02 
0.01 
150 
200 
250 
0.04 
0.03 
0.02 
150 
200 
250 
150 200 250 
0.04 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
200 
150 200 250 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
150 
200 
250 
150 200 250 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
150 
200 
250 
150 200 250 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
250 
150 200 250 
0.03 
0.02 
0.01 
0.04 
0.03 
0.02 
200 250 
0.01 
150 
200 
250 
0.04 
0.03 
0.02 
150 200 250 
0.01 
150 
200 
250 
0.04 
0.03 
0.02 
150 200 250 
0.01 
0.03 
0.02 
200 250 
0.01 
150 
200 
250 
0.04 
0.03 
0.02 
150 200 250 
0.01 
150 
200 
250 
0.03 
0.02 
150 200 250 
0.01 
0.03 
0.02 
200 250 
0.01 
150 
200 
250 
0.03 
0.02 
150 200 250 
0.01 
150 
200 
250 
0.03 
0.02 
150 200 250 
0.01 
0.01 
150 200 250 
0.01 
150 200 250 
0.01 
0.01 
150 200 250 
0.01 
150 200 250 
0.01 
0.01 
150 200 250 
0.01 
150 200 250 
0.01 
00 
f 
r 
150 200 250 
0.04 
0.03 
0.02 
0.01 
150 
200 
250 
2-point statistics on OM and averaging statistics
00 
f 
r 
150 
200 
250 
150 200 250 
0.03 
0.02 
0.01 
11 
f 
r 
150 
200 
250 
150 200 250 
0.96 
0.95 
0.94 
0.93
4 
2 
0 
-2 
-4 
-6 
-8 
-10 
-2 -1.5 -1 -0.5 0 0.5 1 
x 10 
-3 
-12 
x 10 
-4 
PC 1 
PC 2 
AR 
400 F 
525 F 
650 F 
775 F 
2 
1.5 
1 
0.5 
0 
-0.5 
-1 
-2 -1.5 -1 -0.5 0 0.5 1 
x 10 
-3 
-1.5 
x 10 
-4 
PC 1 
PC 3 
PCA on Chord Length
0.6 
0.4 
0.2 
0 
-0.2 
-0.4 
-0.6 
-50 -40 -30 -20 -10 0 10 20 30 
0.6 
0.4 
0.2 
0 
-0.2 
-0.4 
-0.6 
-0.8 
AR 
400 F 
525 F 
650 F 
775 F 
PCA on 2 point Stats + Chord Length 
-0.8 
PC 1 
PC 2 
-50 -40 -30 -20 -10 0 10 20 30 
PC 1 
PC 3
0.8 
0.6 
0.4 
0.2 
0 
-0.2 
-0.4 
-0.6 
-30 -20 -10 0 10 20 30 40 50 
PC 1 
PC 2 
AR 
400 F 
525 F 
650 F 
775 F 
0.6 
0.4 
0.2 
0 
-0.2 
-0.4 
-0.6 
-0.8 
-30 -20 -10 0 10 20 30 40 50 
PC 1 
PC 3 
PCA on 2 point Stats

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PCA on Optical images

  • 1. Quantifying microstructural features in aging process of Al6061 Ali Khosravani Jordan Weaver
  • 2. Original Image Corrected Image Segmented Image 400 775
  • 3. Volume fraction- Constituent particle AR 400F 525F 650F 775F Image 1 0.032904 0.041857 0.036041 0.051641 0.097341 Image 2 0.023965 0.043686 0.035519 0.060976 0.103627 Image 3 0.024079 0.040578 0.031837 0.054671 0.111044 Image 4 0.027179 0.039005 0.045656 0.054723 0.092842 Image 5 0.027323 0.041474 0.036051 0.054555 0.106871 Image 6 0.024258 0.038561 0.034232 0.057636 0.106811 Image 7 0.028309 0.036217 0.028897 0.054658 0.089563 Image 8 0.021637 0.03788 0.029157 0.058748 0.084825 Image 9 0.026702 0.035803 0.099341 0.104465 Image 10 0.020928 0.041351 0.046461 0.089996 Average 0.025728 0.039641 0.034674 0.059341 0.098739
  • 4. Particle Spacing- Chord length on matrix 0 50 100 150 200 250 300 350 400 450 500 3 2 1 0 x 10 -4 Number of Pixels Frequency AR 400 F 525 F 650 F 775 F
  • 5. 150 200 250 0.04 0.03 0.02 150 200 250 150 200 250 0.04 0.03 0.02 0.01 150 200 250 0.04 0.03 0.02 150 200 250 150 200 250 0.04 0.03 0.02 0.01 150 200 250 0.04 0.03 0.02 150 150 200 250 0.04 0.03 0.02 0.01 150 200 250 0.03 0.02 150 200 250 150 200 250 0.03 0.02 0.01 150 200 250 0.04 0.03 0.02 150 200 250 150 200 250 0.04 0.03 0.02 0.01 150 200 250 0.03 0.02 200 150 200 250 0.03 0.02 0.01 150 200 250 0.03 0.02 150 200 250 150 200 250 0.03 0.02 0.01 150 200 250 0.03 0.02 150 200 250 150 200 250 0.03 0.02 0.01 150 200 250 0.03 0.02 250 150 200 250 0.03 0.02 0.01 0.04 0.03 0.02 200 250 0.01 150 200 250 0.04 0.03 0.02 150 200 250 0.01 150 200 250 0.04 0.03 0.02 150 200 250 0.01 0.03 0.02 200 250 0.01 150 200 250 0.04 0.03 0.02 150 200 250 0.01 150 200 250 0.03 0.02 150 200 250 0.01 0.03 0.02 200 250 0.01 150 200 250 0.03 0.02 150 200 250 0.01 150 200 250 0.03 0.02 150 200 250 0.01 0.01 150 200 250 0.01 150 200 250 0.01 0.01 150 200 250 0.01 150 200 250 0.01 0.01 150 200 250 0.01 150 200 250 0.01 00 f r 150 200 250 0.04 0.03 0.02 0.01 150 200 250 2-point statistics on OM and averaging statistics
  • 6. 00 f r 150 200 250 150 200 250 0.03 0.02 0.01 11 f r 150 200 250 150 200 250 0.96 0.95 0.94 0.93
  • 7. 4 2 0 -2 -4 -6 -8 -10 -2 -1.5 -1 -0.5 0 0.5 1 x 10 -3 -12 x 10 -4 PC 1 PC 2 AR 400 F 525 F 650 F 775 F 2 1.5 1 0.5 0 -0.5 -1 -2 -1.5 -1 -0.5 0 0.5 1 x 10 -3 -1.5 x 10 -4 PC 1 PC 3 PCA on Chord Length
  • 8. 0.6 0.4 0.2 0 -0.2 -0.4 -0.6 -50 -40 -30 -20 -10 0 10 20 30 0.6 0.4 0.2 0 -0.2 -0.4 -0.6 -0.8 AR 400 F 525 F 650 F 775 F PCA on 2 point Stats + Chord Length -0.8 PC 1 PC 2 -50 -40 -30 -20 -10 0 10 20 30 PC 1 PC 3
  • 9. 0.8 0.6 0.4 0.2 0 -0.2 -0.4 -0.6 -30 -20 -10 0 10 20 30 40 50 PC 1 PC 2 AR 400 F 525 F 650 F 775 F 0.6 0.4 0.2 0 -0.2 -0.4 -0.6 -0.8 -30 -20 -10 0 10 20 30 40 50 PC 1 PC 3 PCA on 2 point Stats