A review on artificial intelligence-enabled mechanical analysis of 3D printed and FEM-modelled auxetic metamaterials
Auxetic structures, characterised by a negative Poisson's ratio, exhibit the unique property of
expanding in all directions under tensile loading and contracting in all directions when …
expanding in all directions under tensile loading and contracting in all directions when …
[HTML][HTML] Machine Learning in 3D and 4D Printing of Polymer Composites: A Review
I Malashin, I Masich, V Tynchenko, A Gantimurov… - Polymers, 2024 - mdpi.com
The emergence of 3D and 4D printing has transformed the field of polymer composites,
facilitating the fabrication of complex structures. As these manufacturing techniques continue …
facilitating the fabrication of complex structures. As these manufacturing techniques continue …
Experimental investigations into 3D printed hybrid auxetic structures for load-bearing and energy absorption applications
Auxetic structures possess negative Poisson's ratio due to their unique geometrical
configuration. It also offers enhanced indentation resistance, superior energy absorption …
configuration. It also offers enhanced indentation resistance, superior energy absorption …
Advancing composite 3D printing: deep learning-optimized rheology-modified polymers with continuous carbon fiber reinforcement
B Satyanarayana, J Sreedevi… - Progress in Additive …, 2024 - Springer
The optimal design of glass bead-filled polyamide 12-based composites for improved
performance in 3D printing is addressed in this research. Orientation-dependent brittleness …
performance in 3D printing is addressed in this research. Orientation-dependent brittleness …
Additively manufactured carbon fiber reinforced-polyamide component: a study based on statistical modeling and regression analysis
This paper presents the experimental assessment of the hardness characteristic of additively
manufactured polyamide (PA 6) composite reinforced with carbon micro-fibers. The carbon …
manufactured polyamide (PA 6) composite reinforced with carbon micro-fibers. The carbon …