Machine learning in polymer additive manufacturing: A review

MH Nikooharf, M Shirinbayan, M Arabkoohi… - International Journal of …, 2024 - Springer
Additive manufacturing (AM) has emerged as a commonly utilized technique in the
manufacturing process of a wide range of materials. Recent advances in AM technology …

Influence of FDM process parameters on tensile strength of parts printed by PLA material

V Ambade, S Rajurkar, G Awari, B Yelamasetti… - International Journal on …, 2023 - Springer
Additive manufacturing, particularly the Fused Deposition Modeling (FDM) technique, has
garnered considerable interest across multiple industries owing to its capacity to efficiently …

Effect of input variables on the mechanical properties of additively manufactured PEEK thermoplastics

AC Shekar, AH Djilani, R Zitoune, L Toubal… - Materials Today …, 2023 - Elsevier
Additive manufacturing of Polyetheretherketone (PEEK) thermoplastics offer significant
advantages for advanced engineering applications, eg, in the aerospace and biomedical …

Optimized deep neural network strategy for best parametric selection in fused deposition modelling

NN Gotkhindikar, M Singh, R Kataria - International Journal on Interactive …, 2024 - Springer
Fused deposition modeling (FDM) is a model of additive manufacturing (AM) which uses
layer by layer-based methodology to fabricate a component. In the current digital …

[HTML][HTML] Mechanical and interfacial analysis of 3D-printed two-matrix continuous carbon fibre composites for enhanced structural performance

F Liu, S Wang, W Zhang, X Ding, E Ferraris… - Composites Part A …, 2024 - Elsevier
Two-matrix continuous carbon fibre composites are recognized for enhancing structural and
mechanical properties. However, a comprehensive investigation into their interfacial …

Analysis and optimization of FFF process parameters to enhance the mechanical properties of 3D printed PLA products

TM Medibew, AN Ali - International Polymer Processing, 2023 - degruyter.com
In this work, the combined effects of fused filament fabrication (FFF) process parameters on
the mechanical properties of 3D printed PLA products have been determined by focusing on …

A comparison between large-format 3D printing and conventional fused filament fabrication

FJ Mercado Rivera, AJ Rojas Arciniegas… - Advances in Materials …, 2024 - Taylor & Francis
This paper reports the results of a comparison study between objects printed with a large-
format 3D printing machine and a conventional fused filament fabrication (FFF) printer. A …

Development of a novel testing concept for combined characterisation of tensile and compressive properties

T Bensing, M Moneke - International Journal of Mechanics and Materials …, 2024 - Springer
A novel material testing concept is developed in order to provide tensile and compressive
properties within a single mechanical test. A new specimen geometry is designed for testing …