2022
DOI: 10.1038/s41467-022-34122-x
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Feature-based volumetric defect classification in metal additive manufacturing

Abstract: Volumetric defect types commonly observed in the additively manufactured parts differ in their morphologies ascribed to their formation mechanisms. Using high-resolution X-ray computed tomography, this study analyzes the morphological features of volumetric defects, and their statistical distribution, in laser powder bed fused Ti-6Al-4V. The geometries of three common types of volumetric defects; i.e., lack of fusions, gas-entrapped pores, and keyholes, are quantified by nine parameters including maximum dimen… Show more

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Cited by 56 publications
(17 citation statements)
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“…Extensive research has been conducted in this field; the processing of Ti6Al4V alloy, the most popular titanium-based alloy, has received extensive attention. [25][26][27][28][29][30][31][32][33] In terms of processability, Nguyen et al [34] reviewed the processability of Ti6Al4V by various AM methods, including electron beam melting (EBM), laser powder bed fusion (L-PBF), and directed energy deposition (DED) methods. L-PBF and DED methods exhibit comparable strength to the conventionally produced counterparts, up to 25% higher.…”
Section: Doi: 101002/adem202301122mentioning
confidence: 99%
“…Extensive research has been conducted in this field; the processing of Ti6Al4V alloy, the most popular titanium-based alloy, has received extensive attention. [25][26][27][28][29][30][31][32][33] In terms of processability, Nguyen et al [34] reviewed the processability of Ti6Al4V by various AM methods, including electron beam melting (EBM), laser powder bed fusion (L-PBF), and directed energy deposition (DED) methods. L-PBF and DED methods exhibit comparable strength to the conventionally produced counterparts, up to 25% higher.…”
Section: Doi: 101002/adem202301122mentioning
confidence: 99%
“…In this fatigue regime, crack initiation dominated most of the life with the near surface pores and LoF's, which were present in all of the conditions, acting as stress concentration sites. These defects had varying characteristics (i.e., size, shape, and distance to the surface) 55,56 from specimen to specimen and, thus, could lead to varying degrees of stress concentrations. In comparison, at the higher strain level of 0.005 mm/mm, the fatigue scatter was observed to be lower.…”
Section: Fatigue Behaviormentioning
confidence: 99%
“…This was most likely due to the process parameters for Renishaw AM250 having lower energy density values than EOS, which resulted in large LoFs present in all of the specimens. However, there could be other defect characteristics that influenced the results, 55,63 which would explain why some specimens had different fatigue lives despite their ffiffiffiffiffiffiffiffiffi area p s being similar. Scanning electron micrographs for some of the fracture surfaces of the Renishaw specimens are presented in Figure 12.…”
Section: Fatigue Behaviormentioning
confidence: 99%
“…With the rapid progress of modern manufacturing industry, metal additive manufacturing (AM) technologies are booming in high-end manufacturing fields such as electric vehicles, aerospace and biomedicine [1][2][3][4]. The global metal AM market is expected to reach about 8 billion USD by 2025, with a compound annual growth rate of 34.9% [5].…”
Section: Introductionmentioning
confidence: 99%