Research graph
References from Industrial waste valorization for sustainable self-healing epoxy vitrimer hybrid composites: Taguchi optimization and machine learning-based performance prediction. Local targets link to admitted publications; unresolved targets remain external evidence.
A shift from synthetic to bio-based polymer for functionalization of textile materials: a review
10.1016/j.ijbiomac.2025.141637 · 2025 · External reference
Design of vitrimers with simultaneous degradable and dynamic crosslinkers: mechanical and thermal behavior based on transesterification reactions between β-amino esters and hydroxylated acrylate/methacrylate monomers
10.3390/polym17182448 · 2025 · External reference
A transesterification-based epoxy vitrimer synthesis enabled high crack self-healing efficiency to fibrous composites
10.1016/j.compositesa.2022.107170 · 2022 · External reference
Recycled carbon fiber reinforced composites: Enhancing mechanical properties through co-functionalization of carbon nanotube-bonded microfibrillated cellulose
10.1016/j.compositesa.2024.108097 · 2024 · External reference
Differential effects of adding graphene nanoplatelets on the mechanical properties and crystalline behavior of polypropylene composites reinforced with carbon fiber or glass fiber
10.3390/ma18050926 · 2025 · External reference
Mechanical characteristics of reclaimed carbon fibre under superheated steam atmosphere and its feasibility for remanufacturing CFRP/CFRTP
10.1016/j.compositesa.2023.107843 · 2024 · External reference
Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-clustering Feature Importance
10.1007/s10994-025-06932-9 · 2025 · External reference
Machine learning enhanced evaluation of mechanical and wear properties in agro-waste/epoxy composites
10.1080/01694243.2026.2689701 · 2026 · External reference
Practical machine learning model selection and interpretation for organophosphorus flame retardancy in Epoxy resin
10.1016/j.polymdegradstab.2025.111209 · 2025 · External reference
Physical characterization and hybrid modeling of erosion wear in industrial waste-filled glass/epoxy composites using machine learning and computational fluid dynamics
10.1016/j.jmrt.2026.06.028 · 2026 · External reference
Strength retention of carbon fiber/epoxy vitrimer composite material for primary structures: towards recyclable and reusable carbon fiber composites
10.3390/applmech5040045 · 2024 · External reference
Bio-based epoxy vitrimer for recyclable and carbon fiber reinforced materials: Synthesis and structure-property relationship
10.1016/j.compscitech.2022.109575 · 2022 · External reference
Hyperbranched polyester catalyzed self-healing bio-based vitrimer for closed-loop recyclable carbon fiber-reinforced polymers
10.1016/j.compscitech.2022.109676 · 2022 · External reference
Catalyst-free self-healing bio-based vitrimer for a recyclable, reprocessable, and self-adhered carbon fiber reinforced composite
10.1016/j.cej.2021.132518 · 2022 · External reference
Vitrimer chemistry assisted fabrication of aligned, healable, and recyclable graphene/epoxy composites
10.3389/fchem.2019.00632 · 2019 · External reference
Rapidly reprocessable, degradable epoxy vitrimer and recyclable carbon fiber reinforced thermoset composites relied on high contents of exchangeable aromatic disulfide crosslinks
10.1016/j.compositesb.2020.108278 · 2020 · External reference
Reformable and sustainable thermosetting carbon fiber composites from epoxy vitrimer
10.1016/j.compositesb.2024.111270 · 2024 · External reference
Recyclable and biobased vitrimers for carbon fibre-reinforced composites—A review
10.3390/polym16081025 · 2024 · External reference
AI-Guided Inverse Design and Discovery of Recyclable Vitrimeric Polymers
10.1002/advs.202411385 · 2025 · External reference
Self-Healing Materials: Mechanisms, Properties, and Applications
10.3390/pr14091436 · 2026 · External reference
A review on machine learning implementation for predicting and optimizing the mechanical behaviour of laminated fiber-reinforced polymer composites
10.1016/j.heliyon.2024.e33681 · 2024 · External reference
Sustainable polymers: Recycling and reprocessing mechanisms using reversible and dynamic covalent bonds
10.1016/j.mser.2025.101174 · 2026 · External reference
Utilizing machine learning to forecast mechanical characteristics of NaOH-treated jute fiber reinforced composite materials
10.1016/j.matlet.2024.137411 · 2024 · External reference
Preparation and characterization of epoxy vitrimer asphalt based on transesterification dynamic covalent bond system
10.1016/j.fuel.2025.134530 · 2025 · External reference
The design, synthesis, and characterization of epoxy vitrimers with enhanced glass transition temperatures
10.3390/polym15224346 · 2023 · External reference
Repairable, Degradable and Recyclable Carbon Fiber-Reinforced Bio-Based Epoxy Vitrimer Composites Enabled by Facile Transesterification
10.3390/polym17172387 · 2025 · External reference
Tensile, compressive, flexural, torsional and impact properties of vitrimer
10.1016/j.polymer.2024.127301 · 2024 · External reference
Assessing the self-healable features in GFRP composites containing capsulated healing agent and MWCNT nanoparticles under tensile and shear conditions
10.1016/j.jmrt.2026.02.006 · 2026 · External reference
Organic-inorganic hybrid epoxy vitrimers with excellent thermal-mechanical stability based on carboxylic-acid type carbon dots as curing agent: Flame retardancy and reprocessing
10.1016/j.compositesb.2025.112316 · 2025 · External reference
Toward Sustainable Composites: Recyclability of Epoxy Vitrimer GFRPs and Enhanced Strength Retention Using MWCNT Filler
2020 · External reference
Toward Sustainable Composites: Recyclability of Epoxy Vitrimer GFRPs and Enhanced Strength Retention Using MWCNT Filler
10.1002/pc.70618 · 2026 · External reference
Taguchi approach for comparative optimization of tribological behavior of glass fabric reinforced epoxy composite with and without graphene-nano platelets filler
10.1016/j.matpr.2022.09.412 · 2023 · External reference
Evaluating Machine Learning (RF, XGBoost) and Statistical Model (MLR) for PM10 and Air Quality Prediction: A Case from Kars, Türkiye
10.1016/j.apr.2026.102975 · 2026 · External reference
Machine learning-assisted prediction and optimization of solid oxide electrolysis cell for green hydrogen production
10.1016/j.gce.2024.04.004 · 2025 · External reference
Machine learning for developing sustainable polymers
10.1002/chem.202500718 · 2025 · External reference
An investigation of the healing efficiency of epoxy vitrimer composites based on Zn2+ catalyst
10.3390/polym15173611 · 2023 · External reference
Intrinsic self-healing epoxies in polymer matrix composites (PMCs) for aerospace applications
10.3390/polym13020201 · 2021 · External reference
High modulus epoxy/GO-PANI self-healing materials without catalyst by molecular engineering and nanocomposite fabrication
10.3390/polym16223173 · 2024 · External reference
Self-healing and graphene-reinforced epoxy vitrimer coatings with corrosion resistance recovery and glycolysis-enabled recyclability
2026 · External reference
Synthesis and induction heating-induced self-healing of epoxy vitrimer nanocomposites
10.3389/fmats.2025.1709367 · 2025 · External reference
Self-healing and graphene-reinforced epoxy vitrimer coatings with corrosion resistance recovery and glycolysis-enabled recyclability
2026 · External reference
Effect of graphene nanoplates in self-healing composite containing urea-formaldehyde microcapsules under tensile and interlaminar shear strength tests
10.1016/j.rineng.2025.106357 · 2025 · External reference
Advanced Multifunctional Vitrimer-Based Composites for the Next Generation: Innovative Design, Performance Breakthroughs, and Intelligent Application Frontiers
10.1002/adfm.202531947 · 2026 · External reference
Experimental Investigation of Mechanical-Healing Performance of Graphene Nanoplate-Reinforced Microcapsule-Based Composites Under Static and Dynamic Loadings
10.1002/pc.70235 · 2026 · External reference
Dynamic mechanical analysis of carbon fiber reinforced polymer composites
2025 · External reference
Dynamic mechanical analysis of graphene nanoplatelets/glass reinforced epoxy composite
2021 · External reference
Aero grade epoxy vitrimer towards commercialization
10.3390/polym14153180 · 2022 · External reference
Dynamic mechanical behavior of graphene oxide functionalized curaua fiber-reinforced epoxy composites: A brief report
10.3390/polym13111897 · 2021 · External reference
Analysis of thermal and dynamic mechanical properties of epoxy bio-composites reinforced with sisal fibers and carbon nanotubes
10.1038/s41598-025-21546-w · 2025 · External reference
Self-healable epoxy/graphene oxide vitrimers and their recyclable glass fiber reinforced composites
2024 · External reference
Optimizing Epoxy Vitrimer Composites With Sustainable Cellulose Nanofibril Reinforcements: Enhancing Thermal Dimensional Stability While Preserving Dynamic Covalent Behavior
10.1002/pc.70135 · 2026 · External reference
High-performance epoxy vitrimer from commercial epoxy-anhydride with reprocessable and chemical degradable properties
10.3389/fmats.2025.1552713 · 2025 · External reference
A review of epoxy vitrimer-based thermally conductive composites
10.1039/d5ra05874k · 2025 · External reference
Comparative analysis of thermal recycling approaches for carbon fiber recovery from CFRP waste
10.1021/acssusresmgt.4c00201 · 2024 · External reference
The electric–thermal effect of a carbon-fibre-reinforced epoxy composite and its corresponding mechanical properties
10.3390/polym14214489 · 2022 · External reference
Hybrid fiber-reinforced biocomposites for marine applications: A review
10.3390/jcs8100430 · 2024 · External reference
Effect of accelerated aging temperature under artificial seawater on the properties of carbon fiber/epoxy composites and the erosion mechanism
10.1007/s11595-024-3005-4 · 2024 · External reference
Long-term water absorption of hybrid flax fibre-reinforced epoxy composites with graphene and its influence on mechanical properties
10.3390/polym14173679 · 2022 · External reference
Seawater effects on thermally aged ambient cured carbon/epoxy composites: moisture kinetics and uptake characteristics
10.3390/polym15092138 · 2023 · External reference
Fully biobased epoxy vitrimers with tailorable properties for sustainable adhesives
2026 · External reference
Effect of Long-Term Immersion in Low-Salinity Seawater on Epoxy Resin Composites Filled with Marine Secondary Raw Materials
10.3390/jmse13101985 · 2025 · External reference
Epoxy and Bio-Based Epoxy Glass Fiber Composites: Taguchi Design of Experiments and Future Applications
10.3390/jcs9100513 · 2025 · External reference
Epoxy Vitrimers–Delignified Wood Composite with Weldability, Reprocessability, and Degradability
10.1021/acsapm.5c00780 · 2025 · External reference
Validation of DOE factorial/taguchi/surface response models of mechanical properties of synthetic and natural Fiber reinforced epoxy matrix hybrid material
10.3390/polym16142051 · 2024 · External reference
Enhancing the mechanical characteristics of eco-friendly composite materials: Taguchi and RSM optimization
10.1080/15440478.2024.2427704 · 2024 · External reference
Machine learning approach for mechanical property assessment of industrial waste-filled epoxy–jute composites
10.1038/s41598-026-53330-9 · 2026 · External reference
Comparative machine learning analysis of wear characteristics in industrial waste-filled epoxy-jute composites
10.1038/s41598-026-52164-9 · 2026 · External reference
Estimation and optimization of reinforcement parameters for composite material using a machine learning approach
10.1038/s41598-026-37295-3 · 2026 · External reference
