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Quantifying microstructural features 
in aging process of Al6061 
Ali Khosravani 
Jordan Weaver
Project Goal: 
Extract Microstructure-Property-Process linkages in aging of Al6061 
aluminum alloy through multi model experimental methods 
Mechanical testing: 
• Tensile testing 
• Spherical indentation 
Microscopy technique: 
• SEM 
• EBSD 
• OM
• Al6061 application 
• Aging process 
• Mechanical Properties
Salient Microstructural Features 
• Grain size, shape, and texture 
• Constituent particle size, volume 
fraction, distribution, and spacing 
• Precipitate size, volume fraction, 
and spacing
Grain Size, Shape, and Texture 
Inverse pole figure map 
An inverse pole figure shows the position of a sample direction relative to 
the crystal reference frame. In terms of IPF map in EBSD, each color 
represent three euler angle that transform the sample frame to the crystal 
frame. 
As-received sample
Grain size distribution 
Grain size distribution is calculated based on equivalent diameter values. 
The equivalent diameter is the diameter of a circle that gives the same 
area as the one for that grain. 
D
As-received sample
Aged at 400F for 2 hrs
Aged at 525F for 2 hrs
Aged at 650F for 2 hrs
Aged at 775F for 2 hrs
Grain aspect ratio distribution 
One measure of the shape of grains in EBSD scan is the aspect ratio. The 
aspect ratio is defined as the length of the minor axis divided by the 
length of the major axis and thus ranges from 0 to 1 
a 
b 
Grain aspect ratio = 
푏 
푎
As-received sample
Aged at 400F for 2 hrs
Aged at 525F for 2 hrs
Aged at 650F for 2 hrs
Aged at 775F for 2 hrs
Texture 
The full 3D representation of crystallographic texture is given by the 
orientation distribution function (ODF). The ODF is defined as the volume 
fraction of grains with a certain orientation g.
As-received sample
Aged at 400F for 2 hrs
Aged at 525F for 2 hrs
Aged at 650F for 2 hrs
Aged at 775F for 2 hrs
Constituent particle size, volume fraction, 
distribution, and spacing
Image Segmentation
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
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
0.8 
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
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
Precipitate size, volume fraction, and spacing
0.5 
0.4 
0.3 
0.2 
0.1 
0 
-0.1 
-0.2 
-0.3 
-0.4 
-0.5 
-30 -25 -20 -15 -10 -5 0 5 10 
PC 1 
PC 2 
525 F 
650 F 
775 F 
0.3 
0.2 
0.1 
0 
-0.1 
-0.2 
-0.3 
-0.4 
-0.5 
-0.5 0 0.5 
PC 2 
PC 3
High Throughput Experiments 
• Local properties 
• Local microstructure
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 
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150 200 250 
0.04 
0.03 
0.02 
0.01 
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250 
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0.03 
0.02 
150 
150 200 250 
0.04 
0.03 
0.02 
0.01 
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250 
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0.04 
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200 
150 200 250 
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0.02 
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150 200 250 
0.03 
0.02 
0.01 
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150 200 250 
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0.02 
0.01 
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250 
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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 
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0.03 
0.02 
150 200 250 
0.01 
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200 
250 
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150 200 250 
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200 250 
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250 
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150 200 250 
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200 
250 
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0.02 
150 200 250 
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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
525 F
00 
f 
r 
0.03 
0.02 
150 
0.03 
0.02 
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 
150 
200 
250 
150 200 250 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
150 200 250 
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 
150 
200 
250 
150 200 250 
0.03 
0.02 
0.01 
150 
200 
250 
0.03 
0.02 
150 200 250 
0.01 
150 
200 
250 
0.025 
0.02 
0.015 
0.01 
150 
200 
250 
150 200 250 
0.025 
0.02 
0.015 
0.01 
0.005 
150 
200 
250 
0.025 
0.02 
0.015 
0.01 
150 200 250 
0.025 
0.02 
0.015 
0.01 
0.005 
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 
0.04 
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 
0.025 
0.02 
0.015 
0.01 
200 250 
0.005 
150 
200 
250 
0.025 
0.02 
0.015 
0.01 
150 200 250 
0.005 
0.01 
150 200 250 
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150 200 250 
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0.01 
150 200 250 
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150 200 250 
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0.005 
150 200 250 
0.005
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

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Nist project class report

  • 1. Quantifying microstructural features in aging process of Al6061 Ali Khosravani Jordan Weaver
  • 2. Project Goal: Extract Microstructure-Property-Process linkages in aging of Al6061 aluminum alloy through multi model experimental methods Mechanical testing: • Tensile testing • Spherical indentation Microscopy technique: • SEM • EBSD • OM
  • 3. • Al6061 application • Aging process • Mechanical Properties
  • 4. Salient Microstructural Features • Grain size, shape, and texture • Constituent particle size, volume fraction, distribution, and spacing • Precipitate size, volume fraction, and spacing
  • 5. Grain Size, Shape, and Texture Inverse pole figure map An inverse pole figure shows the position of a sample direction relative to the crystal reference frame. In terms of IPF map in EBSD, each color represent three euler angle that transform the sample frame to the crystal frame. As-received sample
  • 6. Grain size distribution Grain size distribution is calculated based on equivalent diameter values. The equivalent diameter is the diameter of a circle that gives the same area as the one for that grain. D
  • 8. Aged at 400F for 2 hrs
  • 9. Aged at 525F for 2 hrs
  • 10. Aged at 650F for 2 hrs
  • 11. Aged at 775F for 2 hrs
  • 12. Grain aspect ratio distribution One measure of the shape of grains in EBSD scan is the aspect ratio. The aspect ratio is defined as the length of the minor axis divided by the length of the major axis and thus ranges from 0 to 1 a b Grain aspect ratio = 푏 푎
  • 14. Aged at 400F for 2 hrs
  • 15. Aged at 525F for 2 hrs
  • 16. Aged at 650F for 2 hrs
  • 17. Aged at 775F for 2 hrs
  • 18. Texture The full 3D representation of crystallographic texture is given by the orientation distribution function (ODF). The ODF is defined as the volume fraction of grains with a certain orientation g.
  • 20. Aged at 400F for 2 hrs
  • 21. Aged at 525F for 2 hrs
  • 22. Aged at 650F for 2 hrs
  • 23. Aged at 775F for 2 hrs
  • 24. Constituent particle size, volume fraction, distribution, and spacing
  • 26. Original Image Corrected Image Segmented Image 400 775
  • 27. 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
  • 28. 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
  • 29. 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
  • 30. 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
  • 31. 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
  • 32. Precipitate size, volume fraction, and spacing
  • 33.
  • 34. 0.5 0.4 0.3 0.2 0.1 0 -0.1 -0.2 -0.3 -0.4 -0.5 -30 -25 -20 -15 -10 -5 0 5 10 PC 1 PC 2 525 F 650 F 775 F 0.3 0.2 0.1 0 -0.1 -0.2 -0.3 -0.4 -0.5 -0.5 0 0.5 PC 2 PC 3
  • 35. High Throughput Experiments • Local properties • Local microstructure
  • 36.
  • 37.
  • 38. 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
  • 39. 525 F
  • 40. 00 f r 0.03 0.02 150 0.03 0.02 200 250 150 200 250 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 0.02 150 200 250 150 200 250 0.03 0.02 0.01 150 200 250 0.03 0.02 150 200 250 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 0.02 150 200 250 150 200 250 0.03 0.02 0.01 150 200 250 0.03 0.02 150 200 250 0.01 150 200 250 0.025 0.02 0.015 0.01 150 200 250 150 200 250 0.025 0.02 0.015 0.01 0.005 150 200 250 0.025 0.02 0.015 0.01 150 200 250 0.025 0.02 0.015 0.01 0.005 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 0.04 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 0.025 0.02 0.015 0.01 200 250 0.005 150 200 250 0.025 0.02 0.015 0.01 150 200 250 0.005 0.01 150 200 250 0.01 150 200 250 0.01 0.01 150 200 250 0.01 150 200 250 0.01 0.005 150 200 250 0.005
  • 41. 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