Effect Investigation of Process Parameters on 3D Printed Composites Tensile Performance Boosted by Attention Mechanism-Enhanced Multi-Modal Convolutional Neural Networks. [PDF]
Polymers (Basel)Gao Z +6 more
europepmc +1 more source
Materials Genome Engineering Advances, EarlyView.In this work, three prediction machine learning (ML) models (MLP, RBF, BP) are developed to predict the ultimate tensile strength (UTS) and elongation (EL) of the AFSDed Al2219 samples. ABSTRACT Additive friction stir deposition (AFSD) is an effective method for fabricating high‐performance deposits, with process parameters directly influencing the ...
Chan Wa Tam +10 more
wiley +1 more source
AI-Powered Thermal Fingerprinting: Predicting PLA Tensile Strength Through Schlieren Imaging. [PDF]
Polymers (Basel)Corey M, Weber K, Eslami B.
europepmc +1 more source
A Dynamic‐Weighted Deep Transfer Learning Framework for Thermal Conductivity Prediction and Analysis
Materials Genome Engineering Advances, EarlyView.Leveraging the visual perception of pretrained models, a deep transfer learning framework with dynamic weighting is proposed to bridge natural vision and material microstructures. This strategy achieves a prediction accuracy (R2) of 0.89 and the model demonstrates superior generalization capabilities across multiple material systems, effectively ...
Zhenzhao Zhang +11 more
wiley +1 more source
Vestnik Volgogradskogo gosudarstvennogo universiteta. Serija 1. Mathematica. Physica, 2016 Anton Bеlousov +4 more
openaire +1 more source
Exploring the Tribological Properties of 3D Printed Polymer Composites: An Experimental Study
Polymer Composites, EarlyView.Tribological pin‐on‐disc testing of FDM‐manufactured pins. Pins made from PLA, TPU, bronze‐filled PLA (BRO), and their combinations were tested against a SAE 1020 steel disc to evaluate friction, wear, and surface morphology. ABSTRACT In recent years, additive manufacturing, especially 3D printing, has been gaining more space in the production of parts
G. Lasch +10 more
wiley +1 more source
Mechanical Characterization of PLA+ Specimens with Different Geometries Using Experimental and Numerical Methods. [PDF]
Polymers (Basel)Boztepe MH, Haskul M.
europepmc +1 more source
Polymer Composites, EarlyView.Fused Filament Fabrication and Recycling of Bio‐Based Polyamide 11 Reinforced With Recycled Short Carbon Fibers. Sample preparation, mechanical properties improvement after rCF addition and properties retainment after recycling. ABSTRACT This research investigates the fused filament fabrication (FFF) and recycling of bio‐based polyamide 11 (PA11 ...
Mirko Coser +2 more
wiley +1 more source
Rotating compensator spectroscopic ellipsometry based on frequency division multiplexing with retardation calibration. [PDF]
Sci RepPark J +4 more
europepmc +1 more source
Failure Mechanisms of Short Fiber Reinforced Composite Materials Subjected to Dynamic Loading
Polymer Composites, EarlyView.Failure Mechanisms of Short Fiber Reinforced Composite Materials Subjected to Dynamic Loading. ABSTRACT The mechanical behavior of short carbon fiber reinforced polylactic acid (SCF/PLA) composites fabricated by fused deposition modeling (FDM) is crucial for engineering applications, yet their strain‐rate dependence is not fully understood.
Hui Liu +6 more
wiley +1 more source