Application of machine learning in polymer additive manufacturing: A review
T Nasrin, F Pourkamali‐Anaraki… - Journal of Polymer …, 2024 - Wiley Online Library
Additive manufacturing (AM) is a revolutionary technology that enables production of
intricate structures while minimizing material waste. However, its full potential has yet to be …
intricate structures while minimizing material waste. However, its full potential has yet to be …
Application of artificial intelligence for surface roughness prediction of additively manufactured components
Additive manufacturing has gained significant popularity from a manufacturing perspective
due to its potential for improving production efficiency. However, ensuring consistent product …
due to its potential for improving production efficiency. However, ensuring consistent product …
[HTML][HTML] Use of Machine Learning to Improve Additive Manufacturing Processes
Featured Application Potential applications of the work include new artificial intelligence-
based software for optimizing 3D printing and products and services realized through …
based software for optimizing 3D printing and products and services realized through …
TwinLab: a framework for data-efficient training of non-intrusive reduced-order models for digital twins
Purpose Simulation-based digital twins represent an effort to provide high-accuracy real-
time insights into operational physical processes. However, the computation time of many …
time insights into operational physical processes. However, the computation time of many …
Progress in Vat Photopolymerisation Additive Manufacturing of Ceramic Lattice Structures and Applications
Additive manufacturing (AM) through vat photopolymerisation (VPP) of ceramics has
emerged as a transformative approach, enabling precise geometric control which is …
emerged as a transformative approach, enabling precise geometric control which is …
Compressive and flexural mechanical responses of components obtained through mSLA vat photopolymerization technology
Abstract In recent years, Additive Manufacturing (AM) has become an increasingly popular
method in industrial applications for fabricating components with complex geometries …
method in industrial applications for fabricating components with complex geometries …
Rate-dependent energy dissipation of graded viscoelastic structures fabricated by grayscale vat photopolymerization
I Valizadeh, O Weeger - Smart Materials and Structures, 2024 - iopscience.iop.org
A major benefit of additive manufacturing technologies is precise control over structural
topologies and material properties, which allows to tailor, for instance, energy absorption …
topologies and material properties, which allows to tailor, for instance, energy absorption …
Numerical investigation on the deformation and breakup of an elastoviscoplastic droplet in simple shear flow
H Zhang, W Gong, W Yuan, B Meng - Physics of Fluids, 2024 - pubs.aip.org
In this paper, direct numerical simulations (DNSs) are performed to investigate the
deformation and breakup of an elastoviscoplastic (EVP) droplet in a Newtonian matrix under …
deformation and breakup of an elastoviscoplastic (EVP) droplet in a Newtonian matrix under …
Neural networks meet hyperelasticity: A monotonic approach
We apply physics-augmented neural network (PANN) constitutive models to experimental
uniaxial tensile data of rubber-like materials whose behavior depends on manufacturing …
uniaxial tensile data of rubber-like materials whose behavior depends on manufacturing …
Taguchi optimization of mask stereolithographic 3D printing parameters for tensile strengthening of functionally graded resins
H Sharifi, A Adib, Z Ahmadi, E Gemikonakli… - International Journal on …, 2024 - Springer
Additive manufacturing (AM) is a recently developed fabrication technology that allows the
development of stronger and lighter components. The aim of this research is to study and …
development of stronger and lighter components. The aim of this research is to study and …