Research graph
References from Architecture driven design of continuous steel wire reinforced FDM composites: Experimental investigation and mechanics-informed machine learning of structure–property relationships. Local targets link to admitted publications; unresolved targets remain external evidence.
Preparation of high-performance CCF/PEEK prepreg filaments by melt impregnation: process optimization and performance enhancement
2025 · External reference
Process-structure–property study of 3D-printed continuous fiber reinforced composites
10.1016/j.compositesa.2024.108538 · 2025 · External reference
Enhancing energy absorption of 3D-printed auxetic structures with a novel strategy of embedding continuous carbon fibers
2025 · External reference
The influence of the brake pad construction on noise formation, people's health and reduction measures
10.1007/s11356-022-23291-3 · 2023 · External reference
Optimization of braking parameters using taguchi method and experimental validation
2026 · External reference
The numerical determination of the wear of passenger car brake pads, based on the experimental data
2025 · External reference
The composition, working parameters and measures for the brake wear reduction: a review
2025 · External reference
Thermo-mechanical coupled analysis based design of ventilated brake disc using genetic algorithm and particle swarm optimization
10.1007/s42791-021-00040-0 · 2021 · External reference
Effects of Young's modulus on disc brake squeal using finite element analysis
10.20855/ijav.2016.21.3423 · 2016 · External reference
Brake torque analysis of fully mechanical parking brake system: theoretical and experimental approach
10.1016/j.measurement.2016.08.026 · 2016 · External reference
Particle formation due to brake wear, influence on the people health and measures for their reduction: a review
10.1007/s11356-021-17907-3 · 2022 · External reference
Thermomechanical model for the analysis of disc brake using the finite element method in frictional contact
10.1007/s42493-020-00033-6 · 2020 · External reference
The influence of the cooling on the disc brakes temperature increment from the aspect of traffic safety
2025 · External reference
Recent advances in design optimization and additive manufacturing of composites: from enhanced mechanical properties to innovative functionalities
10.1038/s44334-025-00040-1 · 2025 · External reference
Additive manufacturing of fiber-reinforced polymer composites: a technical review and status of design methodologies
10.1016/j.compositesb.2023.110603 · 2023 · External reference
Editorial PIAM October 2019
10.1007/s40964-019-00103-8 · 2019 · External reference
Standards for additive manufacturing technologies: structure and impact
2021 · External reference
Dimensional accuracy of FDM-printed polymer parts
10.1108/rpj-04-2019-0115 · 2020 · External reference
Effect of process parameters and materials on the dimensional accuracy of FDM parts
10.1016/j.matpr.2020.11.332 · 2021 · External reference
Preparation of short CF/GF reinforced PEEK composite filaments and their comprehensive properties evaluation for FDM-3D printing
10.1016/j.compositesb.2020.108175 · 2020 · External reference
The effect of fatigue loading on the mechanical properties of additively manufactured continuous carbon fiber-reinforced composites
2025 · External reference
Prediction of deformation and failure behavior of continuous fiber reinforced composite fabricated by additive manufacturing
10.1016/j.compstruct.2021.113738 · 2021 · External reference
Comparative analysis of modern technologies of additive production
10.15407/srenergy2024.02.084 · 2024 · External reference
Investigation of the mechanical properties of 3D printed hollow parts with finite element analysis
10.1016/j.jmrt.2025.05.104 · 2025 · External reference
A review on the potential of polylactic acid based thermoplastic elastomer as filament material for fused deposition modelling
10.1016/j.jmrt.2022.08.057 · 2022 · External reference
Tribo-mechanical performance and microstructural characterization of FDM printed PLA and ABS components
10.1016/j.jmrt.2026.02.218 · 2026 · External reference
Additive manufacturing and investigation of shape memory properties of polylactic acid/thermoplastic polyurethane blend
10.1177/00952443221147028 · 2023 · External reference
4D printing of continuous fiber-reinforced hybrid lattice structures with electrothermally controlled shape memory behavior
2026 · External reference
Advances in hybrid fibers reinforced polymer-based composites prepared by FDM: a review on mechanical properties and prospects
2023 · External reference
Investigation of mechanical integrity and high-cycle fatigue behavior of 3D-printed PLA/PCL blend after exposure to a physiological environment
10.1016/j.jmrt.2025.04.082 · 2025 · External reference
Effect of process parameters on the mechanical performance of FDM printed carbon fiber reinforced PETG
10.1016/j.jmrt.2024.05.184 · 2024 · External reference
Anisotropic material properties of fused deposition modeling ABS
10.1108/13552540210441166 · 2002 · External reference
Progressive concurrent topological optimization with variable fiber orientation and content for 3D printed continuous fiber reinforced polymer composites
10.1016/j.compositesb.2023.110602 · 2023 · External reference
Fused deposition modeling to predict inter-layer weld strength of polyvinylidene fluoride and its MWCNTs-reinforced composites
10.1016/j.compstruct.2023.117715 · 2024 · External reference
Manufacturing of polymer-based composite material by FDM: challenges and opportunities for functional parts design
2026 · External reference
Additive manufacturing of continuous carbon fiber reinforced polymer composites using materials extrusion process. Mechanical properties, process parameters, fracture analysis, challenges, and future prospect. A review
10.1007/s42114-024-01035-w · 2024 · External reference
Load-dependent path planning method for 3D printing of continuous fiber reinforced plastics
10.1016/j.compositesa.2020.106181 · 2021 · External reference
A constitutive model for 3D printed continuous fiber reinforced composite structures with variable fiber content
10.1016/j.compositesb.2020.107893 · 2020 · External reference
Design and 3D printing of continuous fiber reinforced heterogeneous composites
10.1016/j.compstruct.2020.111945 · 2020 · External reference
Adjustment of mechanical properties of 3D printed continuous carbon fiber-reinforced thermoset composites by print parameter adjustments
10.3390/polym16212996 · 2024 · External reference
Investigation of recovery behavior on 3D-printed continuous plant fiber-reinforced composites
2024 · External reference
Enhanced mechanical properties of 3D printed composites via continuous metal fiber reinforcement and process parameter optimization
2026 · External reference
Effective thermal conductivity of 3D-printed continuous wire polymer composites
10.1007/s40964-021-00256-5 · 2022 · External reference
Additive manufacturing of continuous wire polymer composites
10.1016/j.mfglet.2018.04.001 · 2018 · External reference
Fabrication and tensile testing of 3D printed continuous wire polymer composites
10.1108/rpj-11-2017-0222 · 2018 · External reference
Unresolved reference
2023 · External reference
Mechanical behaviour of 3D printed parts with continuous steel wire reinforcement
2022 · External reference
Three-Dimensional printing limitations of polymers reinforced with continuous stainless steel fibres and curvature stiffness
10.3390/jcs8100410 · 2024 · External reference
Optimization of process parameters for steel wire-reinforced polylactic acid composites produced by additive manufacturing
10.3390/polym17050624 · 2025 · External reference
Co-extrusion 4D printing of shape memory polymers with continuous metallic fibers for selective deformation
10.1016/j.compscitech.2022.109603 · 2022 · External reference
3D printing of continuous metal fiber-reinforced recycled ABS with varying fiber loading
10.1108/rpj-02-2024-0087 · 2024 · External reference
Experimental investigation and validation of strength-based topology and fiber path optimization in additively manufactured continuous fiber reinforced composites
2024 · External reference
Experimental investigation of additively manufactured continuous fiber reinforced composite parts with optimized topology and fiber paths
2021 · External reference
Optimization of 3D printing parameters for enhanced tensile properties in continuous carbon fiber reinforced PLA composites
10.1088/2053-1591/adc5cc · 2025 · External reference
Machine learning-driven 3D printing: a review
2024 · External reference
Machine learning in additive manufacturing: a comprehensive insight
2025 · External reference
Machine learning for polymer composites process simulation–a review
10.1016/j.compositesb.2022.110208 · 2022 · External reference
Applications of artificial intelligence/machine learning to high-performance composites
10.1016/j.compositesb.2024.111740 · 2024 · External reference
Supervised machine learning models for mechanical properties prediction in additively manufactured composites
10.3390/app14167009 · 2024 · External reference
Investigation on dynamic strength of 3D‐printed continuous ramie fiber reinforced biocomposites at various strain rates using machine learning methods
10.1002/pc.26816 · 2022 · External reference
Tailoring interfacial properties of 3D-printed continuous natural fiber reinforced polypropylene composites through parameter optimization using machine learning methods
2022 · External reference
Advanced machine learning assisted prediction of multi-fiber hybrid natural Fiber/Epoxy composites based on Jute, Coconut Coir, Banana, and pineapple leaf fibers
10.1016/j.jmrt.2026.06.235 · 2026 · External reference
Optimizing the material and printing parameters of the additively manufactured fiber-reinforced polymer composites using an artificial neural network model and artificial bee colony algorithm
2022 · External reference
Optimising 3D-printed carbon fibre composites using machine learning: balancing strength and efficiency
10.1016/j.matdes.2025.114325 · 2025 · External reference
Machine learning-based online monitoring and closed-loop controlling for 3D printing of continuous fiber-reinforced composites
10.1016/j.amf.2025.200196 · 2025 · External reference
A mechanics-informed machine learning approach for modeling the elastoplastic behavior of fiber-reinforced composites
10.1016/j.compstruct.2023.117473 · 2023 · External reference
Physics-informed machine learning: a survey on problems, methods and applications
2022 · External reference
Machine learning in 3D and 4D printing of polymer composites: a review
10.3390/polym16223125 · 2024 · External reference
Material extrusion fabrication of continuous metal wire-reinforced polymer–matrix composites
2024 · External reference
Electrical resistance-based self-monitoring of manufacturing damage in 3D printed continuous carbon fiber reinforced composites
2023 · External reference
Rate-dependent mechanical and self-monitoring behaviors of 3D printed continuous carbon fiber composites
10.1016/j.compscitech.2024.110914 · 2025 · External reference
Expansion of the fused filament fabrication (FFF) process through wire embedding, automated cutting, and electrical contacting
10.1109/access.2021.3065873 · 2021 · External reference
Life Cycle Assessment studies on lightweight materials for automotive applications-An overview
10.1016/j.egyr.2022.01.067 · 2022 · External reference
Mechanical properties of components fabricated with open-source 3-D printers under realistic environmental conditions
10.1016/j.matdes.2014.02.038 · 2014 · External reference
What controls layer thickness effects on the mechanical properties of additive manufactured polymers
10.1016/j.surfcoat.2023.130131 · 2023 · External reference
Probabilistic finite element analysis of modified ASTM D3039 tension test for marine grade polymer matrix composites
10.1177/0731684407079915 · 2008 · External reference
Strength, composite flexural modulus, and properties of
1979 · External reference
Material extrusion‐based additive manufacturing of sandwiched acrylonitrile butadiene styrene/glass fibers composites: machine learning approach to model tensile stress
10.1002/pc.28823 · 2024 · External reference
The correlation coefficient: an overview
10.1080/10408340500526766 · 2006 · External reference
Root mean square error (RMSE) or mean absolute error (MAE): when to use them or not
2022 · External reference
Estimation of monthly solar radiation from measured temperatures using support vector machines–a case study
10.1016/j.renene.2010.06.024 · 2011 · External reference
Ensemble machine-learning-based prediction models for the compressive strength of recycled powder mortar
10.3390/ma16020583 · 2023 · External reference
Predictive modeling for compressive strength of 3D printed fiber-reinforced concrete using machine learning algorithms
2024 · External reference
Improving interlayer adhesion in 3D printing with surface segregating additives: improving the isotropy of acrylonitrile–butadiene–styrene parts
10.1021/acsapm.9b00051 · 2019 · External reference
A comparative study on the tensile properties of PLA, PETG, and ABS in FDM 3D printing: effects of infill geometry and build orientation
10.46519/ij3dptdi.1779348 · 2025 · External reference
Unresolved reference
2007 · External reference
Experimental study on interface failure behavior of 3D printed continuous fiber reinforced composites
2022 · External reference
Unresolved reference
2012 · External reference
Three‐Point bending properties of 3D‐Printed continuous carbon fiber reinforced heterogeneous composites based on fiber content gradients
10.1002/adem.202200829 · 2023 · External reference
Additively manufactured multifunctional composite parts with the help of coextrusion continuous carbon fiber: study of feasibility to print self-sensing without doped raw material
10.3390/jcs7090355 · 2023 · External reference
Combining fibre rotation and fragmentation to achieve pseudo-ductile CFRP laminates
10.1016/j.compstruct.2016.01.073 · 2016 · External reference
Damage analysis of pseudo-ductile thin-ply UD hybrid composites–A new analytical method
10.1016/j.compositesa.2014.11.006 · 2015 · External reference
An overview of intelligent fault detection in systems and structures
10.1177/1475921704041866 · 2004 · External reference
Effects of 3D printing parameters on mechanical properties of ABS samples
2023 · External reference
Fibre reinforced composites in aircraft construction
10.1016/j.paerosci.2005.02.004 · 2005 · External reference
Enhancing the mechanical properties of additive manufacturing printed samples through continuous fiber reinforcement: a review
10.1155/amse/8864484 · 2026 · External reference
Additively manufactured fiber-reinforced composites: a review of mechanical behavior and opportunities
10.1016/j.jmst.2021.11.063 · 2022 · External reference
Process–structure–property relationship development in large-format additive manufacturing: fiber alignment and ultimate tensile strength
10.3390/ma17071526 · 2024 · External reference
An integrated experimental–computational framework for optimizing SLA 3D printing parameters via machine learning and genetic algorithms
10.1016/j.jmrt.2026.03.133 · 2026 · External reference
Three‐Point bending properties of 3D‐Printed continuous carbon fiber reinforced heterogeneous composites based on fiber content gradients
10.1002/adem.202200829 · ExternalCitation · doi-reference
Investigation on dynamic strength of 3D‐printed continuous ramie fiber reinforced biocomposites at various strain rates using machine learning methods
10.1002/pc.26816 · ExternalCitation · doi-reference
Material extrusion‐based additive manufacturing of sandwiched acrylonitrile butadiene styrene/glass fibers composites: machine learning approach to model tensile stress
10.1002/pc.28823 · ExternalCitation · doi-reference
Particle formation due to brake wear, influence on the people health and measures for their reduction: a review
10.1007/s11356-021-17907-3 · ExternalCitation · doi-reference
The influence of the brake pad construction on noise formation, people's health and reduction measures
10.1007/s11356-022-23291-3 · ExternalCitation · doi-reference
Editorial PIAM October 2019
10.1007/s40964-019-00103-8 · ExternalCitation · doi-reference
Effective thermal conductivity of 3D-printed continuous wire polymer composites
10.1007/s40964-021-00256-5 · ExternalCitation · doi-reference
Additive manufacturing of continuous carbon fiber reinforced polymer composites using materials extrusion process. Mechanical properties, process parameters, fracture analysis, challenges, and future prospect. A review
10.1007/s42114-024-01035-w · ExternalCitation · doi-reference
Thermomechanical model for the analysis of disc brake using the finite element method in frictional contact
10.1007/s42493-020-00033-6 · ExternalCitation · doi-reference
Thermo-mechanical coupled analysis based design of ventilated brake disc using genetic algorithm and particle swarm optimization
10.1007/s42791-021-00040-0 · ExternalCitation · doi-reference
Machine learning-based online monitoring and closed-loop controlling for 3D printing of continuous fiber-reinforced composites
10.1016/j.amf.2025.200196 · ExternalCitation · doi-reference
Damage analysis of pseudo-ductile thin-ply UD hybrid composites–A new analytical method
10.1016/j.compositesa.2014.11.006 · ExternalCitation · doi-reference
Load-dependent path planning method for 3D printing of continuous fiber reinforced plastics
10.1016/j.compositesa.2020.106181 · ExternalCitation · doi-reference
Process-structure–property study of 3D-printed continuous fiber reinforced composites
10.1016/j.compositesa.2024.108538 · ExternalCitation · doi-reference
A constitutive model for 3D printed continuous fiber reinforced composite structures with variable fiber content
10.1016/j.compositesb.2020.107893 · ExternalCitation · doi-reference
Preparation of short CF/GF reinforced PEEK composite filaments and their comprehensive properties evaluation for FDM-3D printing
10.1016/j.compositesb.2020.108175 · ExternalCitation · doi-reference
Machine learning for polymer composites process simulation–a review
10.1016/j.compositesb.2022.110208 · ExternalCitation · doi-reference
Progressive concurrent topological optimization with variable fiber orientation and content for 3D printed continuous fiber reinforced polymer composites
10.1016/j.compositesb.2023.110602 · ExternalCitation · doi-reference
Additive manufacturing of fiber-reinforced polymer composites: a technical review and status of design methodologies
10.1016/j.compositesb.2023.110603 · ExternalCitation · doi-reference
Applications of artificial intelligence/machine learning to high-performance composites
10.1016/j.compositesb.2024.111740 · ExternalCitation · doi-reference
Co-extrusion 4D printing of shape memory polymers with continuous metallic fibers for selective deformation
10.1016/j.compscitech.2022.109603 · ExternalCitation · doi-reference
Rate-dependent mechanical and self-monitoring behaviors of 3D printed continuous carbon fiber composites
10.1016/j.compscitech.2024.110914 · ExternalCitation · doi-reference
Combining fibre rotation and fragmentation to achieve pseudo-ductile CFRP laminates
10.1016/j.compstruct.2016.01.073 · ExternalCitation · doi-reference
Design and 3D printing of continuous fiber reinforced heterogeneous composites
10.1016/j.compstruct.2020.111945 · ExternalCitation · doi-reference
Prediction of deformation and failure behavior of continuous fiber reinforced composite fabricated by additive manufacturing
10.1016/j.compstruct.2021.113738 · ExternalCitation · doi-reference
A mechanics-informed machine learning approach for modeling the elastoplastic behavior of fiber-reinforced composites
10.1016/j.compstruct.2023.117473 · ExternalCitation · doi-reference
Fused deposition modeling to predict inter-layer weld strength of polyvinylidene fluoride and its MWCNTs-reinforced composites
10.1016/j.compstruct.2023.117715 · ExternalCitation · doi-reference
Life Cycle Assessment studies on lightweight materials for automotive applications-An overview
10.1016/j.egyr.2022.01.067 · ExternalCitation · doi-reference
A review on the potential of polylactic acid based thermoplastic elastomer as filament material for fused deposition modelling
10.1016/j.jmrt.2022.08.057 · ExternalCitation · doi-reference
Effect of process parameters on the mechanical performance of FDM printed carbon fiber reinforced PETG
10.1016/j.jmrt.2024.05.184 · ExternalCitation · doi-reference
Investigation of mechanical integrity and high-cycle fatigue behavior of 3D-printed PLA/PCL blend after exposure to a physiological environment
10.1016/j.jmrt.2025.04.082 · ExternalCitation · doi-reference
Investigation of the mechanical properties of 3D printed hollow parts with finite element analysis
10.1016/j.jmrt.2025.05.104 · ExternalCitation · doi-reference
Tribo-mechanical performance and microstructural characterization of FDM printed PLA and ABS components
10.1016/j.jmrt.2026.02.218 · ExternalCitation · doi-reference
An integrated experimental–computational framework for optimizing SLA 3D printing parameters via machine learning and genetic algorithms
10.1016/j.jmrt.2026.03.133 · ExternalCitation · doi-reference
Advanced machine learning assisted prediction of multi-fiber hybrid natural Fiber/Epoxy composites based on Jute, Coconut Coir, Banana, and pineapple leaf fibers
10.1016/j.jmrt.2026.06.235 · ExternalCitation · doi-reference
Additively manufactured fiber-reinforced composites: a review of mechanical behavior and opportunities
10.1016/j.jmst.2021.11.063 · ExternalCitation · doi-reference
Mechanical properties of components fabricated with open-source 3-D printers under realistic environmental conditions
10.1016/j.matdes.2014.02.038 · ExternalCitation · doi-reference
Optimising 3D-printed carbon fibre composites using machine learning: balancing strength and efficiency
10.1016/j.matdes.2025.114325 · ExternalCitation · doi-reference
Effect of process parameters and materials on the dimensional accuracy of FDM parts
10.1016/j.matpr.2020.11.332 · ExternalCitation · doi-reference
Brake torque analysis of fully mechanical parking brake system: theoretical and experimental approach
10.1016/j.measurement.2016.08.026 · ExternalCitation · doi-reference
Additive manufacturing of continuous wire polymer composites
10.1016/j.mfglet.2018.04.001 · ExternalCitation · doi-reference
Fibre reinforced composites in aircraft construction
10.1016/j.paerosci.2005.02.004 · ExternalCitation · doi-reference
Estimation of monthly solar radiation from measured temperatures using support vector machines–a case study
10.1016/j.renene.2010.06.024 · ExternalCitation · doi-reference
What controls layer thickness effects on the mechanical properties of additive manufactured polymers
10.1016/j.surfcoat.2023.130131 · ExternalCitation · doi-reference
Improving interlayer adhesion in 3D printing with surface segregating additives: improving the isotropy of acrylonitrile–butadiene–styrene parts
10.1021/acsapm.9b00051 · ExternalCitation · doi-reference
Recent advances in design optimization and additive manufacturing of composites: from enhanced mechanical properties to innovative functionalities
10.1038/s44334-025-00040-1 · ExternalCitation · doi-reference
The correlation coefficient: an overview
10.1080/10408340500526766 · ExternalCitation · doi-reference
Optimization of 3D printing parameters for enhanced tensile properties in continuous carbon fiber reinforced PLA composites
10.1088/2053-1591/adc5cc · ExternalCitation · doi-reference
Anisotropic material properties of fused deposition modeling ABS
10.1108/13552540210441166 · ExternalCitation · doi-reference
3D printing of continuous metal fiber-reinforced recycled ABS with varying fiber loading
10.1108/rpj-02-2024-0087 · ExternalCitation · doi-reference
Dimensional accuracy of FDM-printed polymer parts
10.1108/rpj-04-2019-0115 · ExternalCitation · doi-reference
Fabrication and tensile testing of 3D printed continuous wire polymer composites
10.1108/rpj-11-2017-0222 · ExternalCitation · doi-reference
Expansion of the fused filament fabrication (FFF) process through wire embedding, automated cutting, and electrical contacting
10.1109/access.2021.3065873 · ExternalCitation · doi-reference
Enhancing the mechanical properties of additive manufacturing printed samples through continuous fiber reinforcement: a review
10.1155/amse/8864484 · ExternalCitation · doi-reference
Additive manufacturing and investigation of shape memory properties of polylactic acid/thermoplastic polyurethane blend
10.1177/00952443221147028 · ExternalCitation · doi-reference
Probabilistic finite element analysis of modified ASTM D3039 tension test for marine grade polymer matrix composites
10.1177/0731684407079915 · ExternalCitation · doi-reference
An overview of intelligent fault detection in systems and structures
10.1177/1475921704041866 · ExternalCitation · doi-reference
Comparative analysis of modern technologies of additive production
10.15407/srenergy2024.02.084 · ExternalCitation · doi-reference
Effects of Young's modulus on disc brake squeal using finite element analysis
10.20855/ijav.2016.21.3423 · ExternalCitation · doi-reference
Supervised machine learning models for mechanical properties prediction in additively manufactured composites
10.3390/app14167009 · ExternalCitation · doi-reference
Additively manufactured multifunctional composite parts with the help of coextrusion continuous carbon fiber: study of feasibility to print self-sensing without doped raw material
10.3390/jcs7090355 · ExternalCitation · doi-reference
Three-Dimensional printing limitations of polymers reinforced with continuous stainless steel fibres and curvature stiffness
10.3390/jcs8100410 · ExternalCitation · doi-reference
Ensemble machine-learning-based prediction models for the compressive strength of recycled powder mortar
10.3390/ma16020583 · ExternalCitation · doi-reference
Process–structure–property relationship development in large-format additive manufacturing: fiber alignment and ultimate tensile strength
10.3390/ma17071526 · ExternalCitation · doi-reference
Adjustment of mechanical properties of 3D printed continuous carbon fiber-reinforced thermoset composites by print parameter adjustments
10.3390/polym16212996 · ExternalCitation · doi-reference
Machine learning in 3D and 4D printing of polymer composites: a review
10.3390/polym16223125 · ExternalCitation · doi-reference
Optimization of process parameters for steel wire-reinforced polylactic acid composites produced by additive manufacturing
10.3390/polym17050624 · ExternalCitation · doi-reference
A comparative study on the tensile properties of PLA, PETG, and ABS in FDM 3D printing: effects of infill geometry and build orientation
10.46519/ij3dptdi.1779348 · ExternalCitation · doi-reference
