Application of machine learning methods on dynamic strength analysis for additive manufactured polypropylene-based composites

Parameter effects and process modelling of Polyamide 12 3D-printed parts strength and toughness

(2022) N. Vidakis et al.   MATERIALS AND MANUFACTURING PROCESSES

On crashworthiness behaviors of 3D printed multi-cell filled thin-walled structures

(2022) Kui Wang et al.   ENGINEERING STRUCTURES

An integrated prediction model for processing related yield strength of extrusion-based additive manufactured polymers

(2022) Ning Wei et al.   MECHANICS OF ADVANCED MATERIALS AND STRUCTURES

Modelling for Digital Twins—Potential Role of Surrogate Models

(2021) Ágnes Bárkányi et al.   Processes

Thermotropic liquid crystalline polymer reinforced polypropylene composites enhanced with carbon nanotubes for use in fused filament fabrication

(2021) Jier Y. Han et al.   POLYMER COMPOSITES

A finite element approach for the prediction of the mechanical behaviour of layered composites produced by Continuous Filament Fabrication (CFF)

(2021) Manuela Galati et al.   POLYMER TESTING

Optimization of the Filler Concentration on Fused Filament Fabrication 3D Printed Polypropylene with Titanium Dioxide Nanocomposites

(2021) Nectarios Vidakis et al.   Materials

Machine learning in predicting mechanical behavior of additively manufactured parts

(2021) Sara Nasiri et al.   Journal of Materials Research and Technology-JMR&T

Compressive behaviors of 3D printed polypropylene-based composites at low and high strain rates

(2021) Kui Wang et al.   POLYMER TESTING

Evaluation of the head protection effectiveness of cyclist helmets using full-scale computational biomechanics modelling of cycling accidents

(2021) Fang Wang et al.   JOURNAL OF SAFETY RESEARCH

Effects of fused deposition modeling process parameters on tensile, dynamic mechanical properties of 3D printed polylactic acid materials

(2020) Shuheng Wang et al.   POLYMER TESTING

Experimental investigation on the dynamic behavior of 3D printed CF-PEKK composite under cyclic uniaxial compression

(2020) M. Nachtane et al.   COMPOSITE STRUCTURES

Prediction of load-displacement curve in a complex structure using artificial neural networks: A study on a long bone

(2020) Hadi Rahmanpanah et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

The effect of additive manufacturing adoption on supply chain flexibility and performance: An empirical analysis from the automotive industry

(2020) Mia Delic et al.   INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS

Long-Term Creep Behavior Prediction of Polymethacrylimide Foams using Artificial Neural Networks

(2020) Jianlin Zhong et al.   POLYMER TESTING

The mechanical testing and performance analysis of polymer-fibre composites prepared through the additive manufacturing

(2020) Vigneshwaran Shanmugam et al.   POLYMER TESTING

Predictive ANN models for varying filler content for cotton fiber/PVC composites based on experimental load displacement curves

(2020) Monzure-Khoda Kazi et al.   COMPOSITE STRUCTURES

Artificial Neural Network Algorithms for 3D Printing

(2020) Muhammad Arif Mahmood et al.   Materials

Comparison of design of experiment methods for modeling injection molding experiments using artificial neural networks

(2020) Julian Heinisch et al.   Journal of Manufacturing Processes

A novel nonlinear regression model of SVR as a substitute for ANN to predict conductivity of MWCNT-CuO/water hybrid nanofluid based on empirical data

(2019) Arash Karimipour et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Prediction of surface roughness in extrusion-based additive manufacturing with machine learning

(2019) Zhixiong Li et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Constitutive Modeling of the Tensile Behavior of Recycled Polypropylene-Based Composites

(2019) Wang et al.   Materials

Strain rate effects on the dynamic compressive response and the failure behavior of polyester matrix

(2019) Sonia Sassi et al.   COMPOSITES PART B-ENGINEERING

Design of FDM 3D printed polymers: An experimental-modelling methodology for the prediction of mechanical properties

(2019) S. Garzon-Hernandez et al.   MATERIALS & DESIGN

Additive manufacturing (3D printing): A review of materials, methods, applications and challenges

(2018) Tuan D. Ngo et al.   COMPOSITES PART B-ENGINEERING

FDM process parameters influence over the mechanical properties of polymer specimens: A review

(2018) Diana Popescu et al.   POLYMER TESTING

A review on split Hopkinson bar experiments on the dynamic characterisation of concrete

(2018) Mohammad Reza Khosravani et al.   CONSTRUCTION AND BUILDING MATERIALS

Preparation of polypropylene/short glass fiber composite as Fused Deposition Modeling (FDM) filament

(2018) Gholamhossein Sodeifian et al.   Results in Physics

Recycled PP/EPDM/talc reinforced with bamboo fiber: Assessment of fiber and compatibilizer content on properties using factorial design

(2017) André L.N. Inácio et al.   POLYMER TESTING

Influence of processing parameters on creep and recovery behavior of FDM manufactured part using definitive screening design and ANN

(2017) Omar Ahmed Mohamed et al.   RAPID PROTOTYPING JOURNAL

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Experimental study on the 3D-printed plastic parts and predicting the mechanical properties using artificial neural networks

(2016) Ömer Bayraktar et al.   POLYMERS FOR ADVANCED TECHNOLOGIES

Impact absorption capacity of 3D-printed components fabricated by fused deposition modelling

(2016) A. Tsouknidas et al.   MATERIALS & DESIGN

Mechanical property characterization and simulation of fused deposition modeling Polycarbonate parts

(2015) Miquel Domingo-Espin et al.   MATERIALS & DESIGN

Impact response of recycled polypropylene-based composites under a wide range of temperature: Effect of filler content and recycling

(2014) K. Wang et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Dynamic mechanical properties of cement and asphalt mortar based on SHPB test

(2014) You-jun Xie et al.   CONSTRUCTION AND BUILDING MATERIALS

Raster angle mechanics in fused deposition modelling

(2014) Bin Huang et al.   JOURNAL OF COMPOSITE MATERIALS

Mechanical Behavior of Recycled Polypropylene Composites Under Tensile, Bending, and Creep Loading: Experimental and Modeling

(2011) Cécile Rogueda-Berriet et al.   JOURNAL OF ENGINEERING MATERIALS AND TECHNOLOGY-TRANSACTIONS OF THE ASME

Recycling effects on the rheological and thermomechanical properties of polypropylene-based composites

(2011) Nadia Bahlouli et al.   MATERIALS & DESIGN

Experimental investigation and empirical modelling of FDM process for compressive strength improvement

(2011) Anoop K. Sood et al.   Journal of Advanced Research

Parametric appraisal of mechanical property of fused deposition modelling processed parts

(2009) Anoop Kumar Sood et al.   MATERIALS & DESIGN

Characterization of contamination effects for two polypropylene-based materials

(2009) Daniel Pessey et al.   POLYMER ENGINEERING AND SCIENCE

Polymer composites for the automotive industry: characterisation of the recycling effect on the strain rate sensitivity

(2008) D. Pessey et al.   INTERNATIONAL JOURNAL OF CRASHWORTHINESS