Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review
Due to its unique benefits over standard conventional “subtractive” manufacturing, additive
manufacturing is attracting growing interest in academic and industrial sectors. Here, special …
manufacturing is attracting growing interest in academic and industrial sectors. Here, special …
Monitoring and control the Wire Arc Additive Manufacturing process using artificial intelligence techniques: a review
G Mattera, L Nele, D Paolella - Journal of Intelligent Manufacturing, 2024 - Springer
Abstract Wire Arc Additive Manufacturing is a Direct Energy Deposition additive technology
that uses the principle of wire welding to deposit layers of material to create a finished …
that uses the principle of wire welding to deposit layers of material to create a finished …
Analytical modelling of heat accumulation in laser based additive manufacturing processes of metals
The flexibility of additive manufacturing processes results from the principle of subsequently
adding small amounts of material in individual layers or beads on top of each other. The …
adding small amounts of material in individual layers or beads on top of each other. The …
On the connection of the heat input to the forming quality in wire-and-arc additive manufacturing of stainless steels
WAAM (wire-and-arc additive manufacturing) is recently gaining much interest for the
fabrication of parts with wide size. A crucial issue associated to this technology is how to …
fabrication of parts with wide size. A crucial issue associated to this technology is how to …
GPyro: uncertainty-aware temperature predictions for additive manufacturing
In additive manufacturing, process-induced temperature profiles are directly linked to part
properties, and their prediction is crucial for achieving high-quality products. Temperature …
properties, and their prediction is crucial for achieving high-quality products. Temperature …
Assessment of microstructure development, defect formation, innovations, and challenges in wire arc based metal additive manufacturing
The demand for additive manufacturing of large-size metallic components at optimum cost
with high deposition rates (ranging from 1 to 10 kg/hr.) has driven substantial progress in …
with high deposition rates (ranging from 1 to 10 kg/hr.) has driven substantial progress in …
Physics-informed machine learning models for the prediction of transient temperature distribution of ferritic steel in directed energy deposition by cold metal transfer
In-situ monitoring of the additive layer characteristics in the directed energy deposition
(DED) process by any contact technology is cumbersome. A well-tested finite element (FE) …
(DED) process by any contact technology is cumbersome. A well-tested finite element (FE) …
A fast simulation method for thermal management in wire arc additive manufacturing repair of a thin-walled structure
P Qvale, EB Njaastad, T Bræin, X Ren - The International Journal of …, 2024 - Springer
Ensuring first-time-right on-site repair of critical structures is a key challenge for additive
manufacturing (AM)–based repair solutions. Fast thermal simulations are thus needed to …
manufacturing (AM)–based repair solutions. Fast thermal simulations are thus needed to …
Transferability of Temperature Evolution of Dissimilar Wire-Arc Additively Manufactured Components by Machine Learning
Wire-arc additive manufacturing (WAAM) is a promising industrial production technique.
Without optimization, inherent temperature gradients can cause powerful residual stresses …
Without optimization, inherent temperature gradients can cause powerful residual stresses …
Numerical simulation for microstructure control in wire arc additive manufacturing of thin-walled structures
L Zhang, H Zhou, J Chen, H Wang, W Liu, Z Zhang… - Thin-Walled …, 2024 - Elsevier
The difference of cooling rates on the surface and the interior of thin-walled structures leads
to significant differences of microstructures in additive manufacturing (AM). To reveal the …
to significant differences of microstructures in additive manufacturing (AM). To reveal the …