On the application of in-situ monitoring systems and machine learning algorithms for developing quality assurance platforms in laser powder bed fusion: A review
Laser powder bed fusion (LPBF) is one class of metal additive manufacturing (AM) used to
fabricate high-quality complex-shape components. This technology has significantly …
fabricate high-quality complex-shape components. This technology has significantly …
A deep learning framework for defect prediction based on thermographic in-situ monitoring in laser powder bed fusion
The prediction of porosity is a crucial task for metal based additive manufacturing techniques
such as laser powder bed fusion. Short wave infrared thermography as an in-situ monitoring …
such as laser powder bed fusion. Short wave infrared thermography as an in-situ monitoring …
An optimized scanning strategy to mitigate excessive heat accumulation caused by short scanning lines in laser powder bed fusion process
During laser powder bed fusion (LPBF) additive manufacturing of components with complex
geometries, short scanning lines easily induce localized excessive heat accumulation …
geometries, short scanning lines easily induce localized excessive heat accumulation …
Qualification pathways for additively manufactured components for nuclear applications
This research paper evaluated three pathways for qualification of 316 L stainless steel
components made by laser powder bed fusion additive manufacturing (AM). Comprehensive …
components made by laser powder bed fusion additive manufacturing (AM). Comprehensive …
Parameter automatic optimization strategy for laser powder bed fusion using neural network infrared radiation intensity prediction model
Y Liu, J Li, T Cheng, Z Fan, W Li, W Xia, Q Wei - Additive Manufacturing, 2024 - Elsevier
Conventional scanning approaches with fixed laser parameters are prone to causing
localized defects and in-homogeneous performance when forming parts with complicated …
localized defects and in-homogeneous performance when forming parts with complicated …
Compression of pulsed infrared thermography data with unsupervised learning for nondestructive evaluation of additively manufactured metals
Additive manufacturing (AM) of high-strength metals, which is typically based on laser
powder bed fusion (LPBF), can introduce microscopic pores in the AM metal. Pulsed Infrared …
powder bed fusion (LPBF), can introduce microscopic pores in the AM metal. Pulsed Infrared …
Characterization and Rationalization of Microstructural Evolution in GRCop-84 Processed by Laser-Powder Bed Fusion (L-PBF)
Abstract Prismatic geometries of GRCop-84 [Cu-8Cr-4Nb (at. pct)] were built with laser-
powder bed fusion (L-PBF) process. The samples were sectioned parallel or perpendicular …
powder bed fusion (L-PBF) process. The samples were sectioned parallel or perpendicular …
Research on the Consistency Evaluation of the Spindle Unit Stiffness Based on Comprehensive Weights
F Sun, Y Jiang, R Zhou, Q Zhang, F Xu, C Zhao… - Machines, 2024 - mdpi.com
The spindle unit is the core component of a machine, and its stiffness is a key performance
characteristic. The stiffness consistency is a key index to measure the stiffness of spindle …
characteristic. The stiffness consistency is a key index to measure the stiffness of spindle …
Investigation of the thermal history of L-PBF metal parts by feature extraction from in-situ SWIR thermography
Laser powder bed fusion is used to create near net shape metal parts with a high degree of
freedom in geometry design. When it comes to the production of safety critical components …
freedom in geometry design. When it comes to the production of safety critical components …
Summary of Methodology for Mitigating Risks Associated with Licensing and Qualifying AM Nuclear Materials
The US Department of Energy's Advanced Materials and Manufacturing Technologies
(AMMT) program focuses on accelerating the development, qualification, demonstration …
(AMMT) program focuses on accelerating the development, qualification, demonstration …