Additive Manufacturing is an upcoming technology to produce metal structures in industry as complex near net-shaped structures can be built. One commonly used method is Laser Powder Bed Fusion (PBF-LB), that uses lasers to melt metal powder layer by layer. Alongside advantages that come with this technology, the va...
Mechanical anisotropy in Z-direction printed polyether ether ketone (PEEK) components fabricated by fused filament fabrication (FFF) remains a critical limitation for load-bearing applications. Traditional response surface methodology (RSM) assumes polynomial relationships that inadequately capture the nonlineariti...
This article presents how ML approaches may speed up material discovery, reduce trial-and-error, and enable individualized design solutions for 3D-printed polymers across a variety of contexts.
The role of ML is examined in modelling and analysing Laser Powder Bed Fusion and Electron Beam Melting processes for CoCr‑based implants, with particular emphasis on the prediction of microstructural features, porosity and corrosion behaviour.
The findings conclude that transitioning from ‘black-box’ models to explainable AI represents the definitive path forward for meeting FDA/CE regulatory standards in clinical validation.
Predicting the mechanical properties of calcium carbonate (CaCO₃)-filled polypropylene (PP) composites is crucial for their industrial applications. However, conventional experiments are costly and time-consuming, resulting in limited data and challenges for accurate modeling under small-sample conditions. This stu...
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