In situ laser profilometry for material segmentation and digital reconstruction of a multicomponent additively manufactured part

被引:7
作者
Kline, Dylan J. [1 ]
Grapes, Michael D. [1 ]
Morales, Rodrigo Chavez [2 ]
Egan, Garth C. [1 ]
Sain, John D. [1 ]
Doorenbos, Zachary D. [1 ]
Fletcher, Hannah E. [1 ]
Avalos, Eric A. [1 ]
English, Benjamin M. [1 ]
Eliasson, Veronica [2 ]
Sullivan, Kyle T. [1 ]
Belof, Jonathan L. [1 ]
机构
[1] Lawrence Livermore Natl Lab, Livermore, CA 94550 USA
[2] Colorado Sch Mines, Golden, CO 80401 USA
关键词
in situ inspection; Diagnostics development; Machine vision; Reconstruction; Direct-ink-write;
D O I
10.1016/j.addma.2022.102896
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In addition to its ability to produce geometrically complex parts, additive manufacturing offers a unique op-portunity to collect data about a component while it is being fabricated. However, there has only been limited effort to characterize parts morphologically and compositionally in situ. In this article, we present a layer-by-layer, laser profilometry-based in situ characterization technique as a method to digitally reconstruct a multi-material part. Data collected by the laser profilometer yields height maps and grayscale images which are voxelized using purpose-built software to volumetrically reconstruct the part. The same part was also analyzed using X-ray computed tomography (CT) which was not able to resolve the different compositional regions within the part, but captured the filament morphology. The part was then bisected to compare the digital reconstruction to the actual part morphology and composition. Overall, the digital reconstruction was in good agreement with both the CT and bisected images. Deviations between the digital reconstruction and the CT/bisected images are likely the result of image segmentation settings or material shifts after data was collected. The in situ charac-terization method demonstrated here sets the stage for real time process monitoring and paves the way for additively manufactured parts that are "born qualified."
引用
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页数:11
相关论文
共 40 条
[1]   SLIC Superpixels Compared to State-of-the-Art Superpixel Methods [J].
Achanta, Radhakrishna ;
Shaji, Appu ;
Smith, Kevin ;
Lucchi, Aurelien ;
Fua, Pascal ;
Suesstrunk, Sabine .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (11) :2274-2281
[2]   Prediction of microstructural defects in additive manufacturing from powder bed quality using digital image correlation [J].
Bartlett, Jamison L. ;
Jarama, Alex ;
Jones, Jonaaron ;
Li, Xiaodong .
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING, 2020, 794
[3]   Revealing mechanisms of residual stress development in additive manufacturing via digital image correlation [J].
Bartlett, Jamison L. ;
Groom, Brendan P. ;
Burdick, Jeffrey ;
Henkel, Daniel ;
Li, Xiaodong .
ADDITIVE MANUFACTURING, 2018, 22 :1-12
[4]   Computed tomography characterisation of additive manufacturing materials [J].
Bibb, Richard ;
Thompson, Darren ;
Winder, John .
MEDICAL ENGINEERING & PHYSICS, 2011, 33 (05) :590-596
[5]   Real-Time Defect Correction in Large -Scale Polymer Additive Manufacturing via Thermal Imaging and Laser Profilometer [J].
Borish, Michael ;
Post, Brian K. ;
Roschli, Alex ;
Chesser, Phillip C. ;
Love, Lonnie J. .
48TH SME NORTH AMERICAN MANUFACTURING RESEARCH CONFERENCE, NAMRC 48, 2020, 48 :625-633
[6]  
Bradski G, 2000, DR DOBBS J, V25, P120
[7]   Characterization of in-situ measurements based on layerwise imaging in laser powder bed fusion [J].
Caltanissetta, Fabio ;
Grasso, Marco ;
Petro, Stefano ;
Colosimo, Bianca Maria .
ADDITIVE MANUFACTURING, 2018, 24 :183-199
[8]   Image Segmentation using K-means Clustering Algorithm and Subtractive Clustering Algorithm [J].
Dhanachandra, Nameirakpam ;
Manglem, Khumanthem ;
Chanu, Yambem Jina .
ELEVENTH INTERNATIONAL CONFERENCE ON COMMUNICATION NETWORKS, ICCN 2015/INDIA ELEVENTH INTERNATIONAL CONFERENCE ON DATA MINING AND WAREHOUSING, ICDMW 2015/NDIA ELEVENTH INTERNATIONAL CONFERENCE ON IMAGE AND SIGNAL PROCESSING, ICISP 2015, 2015, 54 :764-771
[9]   X-Ray Microcomputed Tomography in Additive Manufacturing: A Review of the Current Technology and Applications [J].
du Plessis, Anton ;
Yadroitsev, Igor ;
Yadroitsava, Ina ;
Le Roux, Stephan G. .
3D PRINTING AND ADDITIVE MANUFACTURING, 2018, 5 (03) :227-247
[10]   3D Printing of Transparent Silicone Elastomers [J].
Ford, Michael J. ;
Loeb, Colin K. ;
Perez, Lemuel X. Perez ;
Gammon, Stuart ;
Guzorek, Steven ;
Gemeda, Hawi B. ;
Golobic, Alexandra M. ;
Honnell, August ;
Erspamer, Justin ;
Duoss, Eric B. ;
Wilson, Thomas S. ;
Lenhardt, Jeremy M. .
ADVANCED MATERIALS TECHNOLOGIES, 2022, 7 (05)