Machine learning-based approach for predicting the compressive strength of 3D printed hexagon lattice-cored sandwich structures DOI
Narain Kumar Sivakumar,

J. Kaaviya,

Sabarinathan Palaniyappan

et al.

Journal of Thermoplastic Composite Materials, Journal Year: 2024, Volume and Issue: unknown

Published: Aug. 10, 2024

The utilization of Fused Filament Fabrication (FFF) technology for developing sandwich structures proves to be an effective approach, enabling the rapid construction intricate profiles and gaining widespread recognition diverse structural applications. In this study, hexagon lattice-cored are created by situating lattice core at center PLA polymeric specimens. performance is assessed varying 3D-Printing Factors (3D-PFs), including Nozzle Temperature (NT), Layer Height (LH), Printing Speed (PS), Line Width (LW). levels 3D-PFs manipulated as follows: NT (180, 190, 200, 210°C), LH (0.15, 0.2, 0.25, 0.3 mm), PS (15, 20, 25, 30 mm/sec), LW (0.1, 0.3, 0.4 mm). By employing a FFF 3D printer, specimens 3D-printed their compression properties using Universal Testing Machine (UTM). research, various Learning (ML) models namely Bayesian Ridge regression (BRid), Elastic Net linear (EN), Quantile Regression (QR), Support Vector (SVM) utilized predict compressive strength/density property developed structure. This aids in determining optimal achieve enhanced strength/density. results reveal that QR model, particularly when employed boosting ensemble technique, exhibits superior accuracy with Root Mean Square Error (RMSE) 0.26 × 10 4 , Absolute (MAE) 0.21 Median (MedAE) 0.16 . Utilizing model within influence on resulting analyzed, facilitating identification optimized 3D-PF improved Sandwich fabricated these demonstrate properties, making them suitable variety

Language: Английский

Influence of LLDPE on the mechanical properties improvement of 3D printed POE/LLDPE blends DOI
Tiejun Liu, Ke Chen

Journal of Vinyl and Additive Technology, Journal Year: 2024, Volume and Issue: 30(4), P. 983 - 996

Published: Feb. 26, 2024

Abstract Polyolefins and polyolefin elastomers (POEs) are widely used in various applications due to their unique properties. However, use 3D printing has been limited challenges such as excessive softness, shrinkage, warpage, poor mechanical In this study, two strategies were employed enhance the performance of POEs printing. First, POE was blended with 10%, 30%, 50% percentages linear low‐density polyethylene (LLDPE) improve material's properties printability. Second, a specialized printer called pneumatic feeding fused granule fabrication (FGF) used. This allows for direct material granules, eliminating need filaments resolving filament‐related problems. To evaluate quality printed parts, tensile tests, dynamic thermal analysis (DMTA), scanning electron microscopy (SEM) imaging conducted. The parts showed desirable (with approximately 3000% elongation at break 12 MPa strength). Compression tests also conducted on cubic structures varied composition ratios patterns grid, triangle, honeycomb. main purpose research explore energy absorption capabilities blends. results our study that blending LLDPE improved printability, strength, absorption, compressive blend honeycomb structure exhibited best Highlights Blending using melt mixing three different ratios. Successful technique. Investigating properties, microstructure, analysis. 125% increase ultimate strength by increasing LLDPE. Achieving highest structure.

Language: Английский

Citations

4

A Review on Additive Manufactured Engineering Materials for Enhanced Road Safety and Transportation Applications DOI Open Access
Cem Alparslan, Muhammed Fatih Yentimur, Tuba Kütük-Sert

et al.

Polymers, Journal Year: 2025, Volume and Issue: 17(7), P. 877 - 877

Published: March 25, 2025

Road safety systems are critical engineering solutions designed to minimize the effects of traffic accidents and increase transportation infrastructures. Traditional road structures generally manufactured using steel, concrete polymer materials. However, manufacturing processes with these materials high-cost, limited in terms design flexibility can lead material waste. In recent years, rapidly developing additive (AM) technologies stand out as an important alternative production systems. AM enables complex geometries development lightweight high-strength that absorb impact energy more effectively. This study focuses on use methods systems, examining performance applicability polymer, metal composite The advantages AM-produced barriers, signs, speed bumps shock absorbing structures, depending type, evaluated. addition, offered by AM, such flexibility, sustainable efficiency, discussed, technical challenges limitations also discussed. review evaluates current potential applications for providing insights into how this technology be used effectively future. findings provide significant contributions towards improving integration from both academic industrial perspectives. Future research further enhance innovative a particular focus use, optimization efficiency processes. overcoming large-scale compliance regulatory standards areas widespread adoption technology.

Language: Английский

Citations

0

Additively manufactured metamaterials for acoustic absorption: a review DOI Creative Commons
Vignesh Sekar, W.J. Cantwell, Kin Liao

et al.

Virtual and Physical Prototyping, Journal Year: 2024, Volume and Issue: 19(1)

Published: Dec. 5, 2024

Noise pollution, a major concern in modern life, contributes to various mental and psychological problems. In this study, we concentrate on the recent developments metamaterials, particularly additively manufactured acoustic-absorbing metamaterials. These have demonstrated enormous potential for noise reduction across broad range of frequencies. The current review attempts classify these additive-manufactured acoustic absorbing metamaterials as perforated, slotted, cellular, hybrid. Herein, present detailed study efficiencies applicability each subclass, well critique experimental research undertaken within subclass. focuses subtle features their operation by evaluating effect varying key parameters sound absorption capabilities Through comprehensive review, aim highlight status evolving area motivate more innovation pursuit effective pollution measures.

Language: Английский

Citations

2

Compressive strength performance of 3D printed PLA/almond shell particles reinforced PLA multi-material composite DOI

P. Saravanamuthukumar,

J. Kaaviya,

Sabarinathan Palaniyappan

et al.

Journal of Elastomers & Plastics, Journal Year: 2024, Volume and Issue: unknown

Published: Aug. 7, 2024

The advent of 3D printing has revolutionized the manufacturing landscape, enabling creation intricate structures and personalized designs. use multi-material polymer composites in additive further expanded possibilities, offering enhanced mechanical properties advanced functionalities. In present study, PLA/Almond shell reinforced PLA (PLA/AmdPLA) were developed using Fused Filament Fabrication (FFF) method. objective this study is to develop optimize 3D-Printing Parameters (3D-PP) with respect Printing Speed (PS), Layer Height (LH), Temperature (PT), order maximize compressive strength composites. L 16 Taguchi orthogonal array was established systematically effects 3D-PP on strength. Through a series experiments, varying levels each 3D-PP, data collected analyzed determine optimal settings. results demonstrate that PLA/AmdPLA achieved its maximum when fabricated at PS 20 mm/sec, LH 0.1 mm, PT 210°C. Furthermore, findings revealed significantly influenced strength, while exhibited moderate effects. regression analysis indicate compression experiments conducted yielded an error percentage 4.73%. This suggests strong agreement between predicted values obtained from model actual experimental which shows high accuracy. Therefore, these functional composite materials are recognized for their superior lightweight properties, appealing aesthetics, sustainable qualities various consumer applications.

Language: Английский

Citations

1

Machine learning-based approach for predicting the compressive strength of 3D printed hexagon lattice-cored sandwich structures DOI
Narain Kumar Sivakumar,

J. Kaaviya,

Sabarinathan Palaniyappan

et al.

Journal of Thermoplastic Composite Materials, Journal Year: 2024, Volume and Issue: unknown

Published: Aug. 10, 2024

The utilization of Fused Filament Fabrication (FFF) technology for developing sandwich structures proves to be an effective approach, enabling the rapid construction intricate profiles and gaining widespread recognition diverse structural applications. In this study, hexagon lattice-cored are created by situating lattice core at center PLA polymeric specimens. performance is assessed varying 3D-Printing Factors (3D-PFs), including Nozzle Temperature (NT), Layer Height (LH), Printing Speed (PS), Line Width (LW). levels 3D-PFs manipulated as follows: NT (180, 190, 200, 210°C), LH (0.15, 0.2, 0.25, 0.3 mm), PS (15, 20, 25, 30 mm/sec), LW (0.1, 0.3, 0.4 mm). By employing a FFF 3D printer, specimens 3D-printed their compression properties using Universal Testing Machine (UTM). research, various Learning (ML) models namely Bayesian Ridge regression (BRid), Elastic Net linear (EN), Quantile Regression (QR), Support Vector (SVM) utilized predict compressive strength/density property developed structure. This aids in determining optimal achieve enhanced strength/density. results reveal that QR model, particularly when employed boosting ensemble technique, exhibits superior accuracy with Root Mean Square Error (RMSE) 0.26 × 10 4 , Absolute (MAE) 0.21 Median (MedAE) 0.16 . Utilizing model within influence on resulting analyzed, facilitating identification optimized 3D-PF improved Sandwich fabricated these demonstrate properties, making them suitable variety

Language: Английский

Citations

1