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Using machine learning to identify in-situ melt pool signatures indicative of flaw formation in a laser powder bed fusion additive manufacturing process
Because many of the most important defects in Laser Powder Bed Fusion (L-PBF) occur at
the size and timescales of the melt pool itself, the development of methodologies for …
the size and timescales of the melt pool itself, the development of methodologies for …
Layer-wise anomaly detection and classification for powder bed additive manufacturing processes: A machine-agnostic algorithm for real-time pixel-wise semantic …
Increasing industry acceptance of powder bed metal Additive Manufacturing requires
improved real-time detection and classification of anomalies. Many of these anomalies, such …
improved real-time detection and classification of anomalies. Many of these anomalies, such …
The effect of absorption ratio on meltpool features in laser-based powder bed fusion of IN718
The purpose of this research is to develop a hybrid experimental and computational model
to estimate the absorption of the laser for Laser-Based Powder Bed Fusion (LB-PBF) of …
to estimate the absorption of the laser for Laser-Based Powder Bed Fusion (LB-PBF) of …
Use of non-spherical hydride-dehydride (HDH) powder in powder bed fusion additive manufacturing
There is a growing interest in using recycled materials and economically produced powder
in additive manufacturing processes. State-of-the-art powder bed fusion additive …
in additive manufacturing processes. State-of-the-art powder bed fusion additive …
Study of printability and porosity formation in laser powder bed fusion built hydride-dehydride (HDH) Ti-6Al-4V
Laser powder bed fusion (L-PBF) is a dominant process in the fast-emerging additive
manufacturing (AM) industry. Despite the many advantages that can be gained by adopting …
manufacturing (AM) industry. Despite the many advantages that can be gained by adopting …
A comprehensive study on meltpool depth in laser-based powder bed fusion of Inconel 718
One problematic task in the laser-based powder bed fusion (LB-PBF) process is the
estimation of meltpool depth, which is a function of the process parameters and …
estimation of meltpool depth, which is a function of the process parameters and …
[HTML][HTML] Impact of melt pool geometry variability on lack-of-fusion porosity and fatigue life in powder bed fusion-laser beam Ti–6Al–4V
Powder bed fusion-laser beam (PBF-LB) parts experience a significant decline in fatigue
performance when process-induced defects are present. In this work, a decline in 4-point …
performance when process-induced defects are present. In this work, a decline in 4-point …
The influence of beam focus during laser powder bed fusion of a high reflectivity aluminium alloy—AlSi10Mg
The laser powder bed fusion (LPBF) of aluminium alloys is associated with numerous
challenges when compared to other commonly used alloys (eg, steels and titanium alloys) …
challenges when compared to other commonly used alloys (eg, steels and titanium alloys) …
Benchmark models for conduction and keyhole modes in laser-based powder bed fusion of Inconel 718
This study proposes a set of novel benchmarks to detect conduction and keyhole modes in
Laser-Based Powder Bed Fusion (LB-PBF) of Inconel 718. These proposed detection …
Laser-Based Powder Bed Fusion (LB-PBF) of Inconel 718. These proposed detection …
Laser-beam powder bed fusion of cost-effective non-spherical hydride-dehydride Ti-6Al-4V alloy
Abstract Hydride-dehydride (HDH) Ti-6Al-4V powders with non-spherical particle
morphology are typically not used in laser-beam powder bed fusion (LB-PBF). Here, HDH …
morphology are typically not used in laser-beam powder bed fusion (LB-PBF). Here, HDH …