Baig Shaharyar, Jam Alireza, Beretta Stefano, Shao Shuai, Shamsaei Nima
National Center for Additive Manufacturing Excellence (NCAME), Auburn University, Auburn, AL, 36849, USA.
Department of Mechanical Engineering, Auburn University, Auburn, AL, 36849, USA.
Sci Rep. 2025 Feb 25;15(1):6740. doi: 10.1038/s41598-025-91608-6.
Non-destructive examination (NDE) based structural integrity assessment of additively manufactured (AM) metallic parts depends on the reliable detection of volumetric defects and the accurate representation of their detrimental features. Failure to detect critical defects and their features during NDE can result in dangerous non-conservativeness in fatigue design and part qualification, leading to dire engineering consequences. This work highlights an often overlooked property of X-ray computed tomography (XCT) in prevailing NDE practices, i.e., the dependence of the XCT efficacy on the shape of defects within a population, which can manifest in both the probability of their detection and the errors in characterizing their features. By examining an identical material volume of laser powder bed fused AlSi10Mg with XCT at different combinations of voxel size and coupon geometry, it is shown that the performance of XCT deteriorates more significantly for irregular-shaped defects, since their fine features tend to be lost. An approach to recover some important feature information of these irregular defects, such as size, using a distance-based criterion is proposed and is shown to enhance the sizing accuracy of these defects.
基于无损检测(NDE)的增材制造(AM)金属零件结构完整性评估,依赖于对体积缺陷的可靠检测及其有害特征的准确表征。在无损检测过程中未能检测到关键缺陷及其特征,可能会导致疲劳设计和零件鉴定中出现危险的非保守性,从而引发严重的工程后果。这项工作突出了在当前无损检测实践中,X射线计算机断层扫描(XCT)一个常被忽视的特性,即XCT检测效果对群体内缺陷形状的依赖性,这在缺陷检测概率及其特征表征误差方面均有体现。通过在不同体素尺寸和试样几何形状组合下,用XCT检查激光粉末床熔合AlSi10Mg相同的材料体积,结果表明,对于不规则形状的缺陷,XCT的性能下降更为显著,因为它们的精细特征容易丢失。提出了一种使用基于距离的准则来恢复这些不规则缺陷的一些重要特征信息(如尺寸)的方法,结果表明该方法提高了这些缺陷的尺寸测量精度。