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Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives
Today's manufacturing processes are pushed to their limits to generate products with ever-
increasing quality at low costs. A prominent hurdle on this path arises from the multiscale …
increasing quality at low costs. A prominent hurdle on this path arises from the multiscale …
Modeling of hierarchical solidification microstructures in metal additive manufacturing: Challenges and opportunities
Metal-based additive manufacturing (AM) processes often produce parts with improved
properties compared to conventional manufacturing and metal working routes. However …
properties compared to conventional manufacturing and metal working routes. However …
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks
The recent explosion of machine learning (ML) and artificial intelligence (AI) shows great
potential in the breakthrough of metal additive manufacturing (AM) process modeling, which …
potential in the breakthrough of metal additive manufacturing (AM) process modeling, which …
Journal submission challenges: mentoring and training students in open journal system scientific paper publication
Converting student theses or final projects into publishable articles poses a significant
challenge. Many students struggle to articulate their ideas in scientific publications due to a …
challenge. Many students struggle to articulate their ideas in scientific publications due to a …
Laser spot size and scaling laws for laser beam additive manufacturing
Laser powder bed fusion (L-PBF) additive manufacturing (AM) requires the careful selection
of laser process parameters for each feedstock material and machine, which is a laborious …
of laser process parameters for each feedstock material and machine, which is a laborious …
Melt-based additive manufacturing of polyolefins using material extrusion and powder bed fusion
Polyolefin-based thermoplastics such as polyethylene and polypropylene constitute a major
fraction of the polymers employed in commodity applications due to their ease of …
fraction of the polymers employed in commodity applications due to their ease of …
Measurements of melt pool geometry and cooling rates of individual laser traces on IN625 bare plates
The complex physical nature of the laser powder bed fusion (LPBF) process warrants use of
multiphysics computational simulations to predict or design optimal operating parameters or …
multiphysics computational simulations to predict or design optimal operating parameters or …
ExaCA: A performance portable exascale cellular automata application for alloy solidification modeling
Modeling the as-solidified grain structures that form during alloy processing is a critical
component in understanding process-property relationships, particularly for additive …
component in understanding process-property relationships, particularly for additive …
ExaAM: Metal additive manufacturing simulation at the fidelity of the microstructure
Additive manufacturing (AM), or 3D printing, of metals is transforming the fabrication of
components, in part by dramatically expanding the design space, allowing optimization of …
components, in part by dramatically expanding the design space, allowing optimization of …
Calibrating uncertain parameters in melt pool simulations of additive manufacturing
Melt pool scale numerical modeling of additive manufacturing (AM) processes can provide
predictive capabilities and theoretical insight into the process-property-structure …
predictive capabilities and theoretical insight into the process-property-structure …