Towards post-curing parameters optimization of phthalonitrile composites through the synergy of experiment and machine learning
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OpenAlex topics: Epoxy Resin Curing Processes · Synthesis and properties of polymers · Injection Molding Process and Properties
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References (34)
Show source-provided references
1. Mechanical properties and internal microdefects evolution of carbon fiber reinforced polymer composites: cryogenic temperature and thermocycling effects10.1016/j.compscitech.2020.108083 ↗
2. Tree-based machine learning approach to modelling tensile strength retention of Fibre Reinforced Polymer composites exposed to elevated temperatures10.1016/j.compositesb.2023.111132 ↗
3. Lightweight multiscale hybrid carbon-quartz fiber fabric reinforced phenolic-silica aerogel nanocomposite for high temperature thermal protection10.1016/j.compositesa.2021.106313 ↗
4. Cyanate ester composites to improve thermal performance: a review10.1002/pi.6373 ↗
5. Review on fiber reinforced/modified bismaleimide resin composites for aircraft structure application
6. An investigation on the mechanical and tribological properties of carbon fiber/polyimide composites at elevated temperatures10.1002/pc.24290 ↗
7. Reinforcement of mica on phthalonitrile resin and composites: curing, thermal, mechanical and dielectric properties10.1016/j.compscitech.2023.110289 ↗
8. Amine-cured bisphenol-linked phthalonitrile resins10.1080/00222338208077208 ↗
9. Phthalonitrile-based resin for advanced composite materials: curing behavior studies10.1016/j.polymertesting.2016.08.008 ↗
10. Novolac/phenol-containing phthalonitrile blends: curing characteristics and composite mechanical properties10.3390/polym12010126 ↗
11. A highly-crosslinked phthalonitrile modified bismaleimide-triazine resin for PCB substrates: the synergistic effect on curing behavior and properties
12. Systematic study on highly efficient thermal synergistic polymerization effect between alicyclic imide moiety and phthalonitrile: scope, properties and mechanism10.1016/j.polymer.2016.09.025 ↗
13. On the formation and properties of a high‐temperature resin from a bisphthalonitrile10.1002/pola.1994.080320101 ↗
14. Phthalonitrile‐carbon fiber composites10.1002/pc.10674 ↗
15. Phthalonitrile polymers: cure behavior and properties10.1002/(SICI)1099-0518(19990701)37:13<2105::AID-POLA25>3.0.CO;2-A ↗
16. Low-melting phthalonitrile oligomers: preparation, polymerization and polymer properties10.1177/0954008306060143 ↗
17. Enhanced mechanical properties at 400° C of carbon fabric reinforced phthalonitrile composites by high temperature postcure10.1016/j.compositesb.2019.02.066 ↗
18. Optimization of mechanical properties of multiscale hybrid polymer nanocomposites: a combination of experimental and machine learning techniques10.1016/j.compositesb.2023.111099 ↗
19. Artificial neural networks applied to polymer composites: a review10.1016/S0266-3538(03)00106-4 ↗
20. Mechanical behavior prediction of CF/PEEK-titanium hybrid laminates considering temperature effect by artificial neural network10.1016/j.compstruct.2020.113367 ↗
21. Prediction and optimization of process parameters for composite thermoforming using a machine learning approach10.3390/polym14142838 ↗
22. Design analysis for thermoforming of thermoplastic composites: prediction and machine learning-based optimization
23. Machine-learning-assisted multiscale modeling strategy for predicting mechanical properties of carbon fiber reinforced polymers10.1016/j.compscitech.2024.110455 ↗
24. Strain-based delamination prediction in fatigue loaded CFRP coupon specimens by deep learning and static loading data10.1016/j.compositesb.2022.110020 ↗
25. Allyl phenolic-phthalonitrile resins with tunable properties: curing, processability and thermal stability10.1016/j.eurpolymj.2017.08.010 ↗
26. Preparation and characterization of phthalonitrile resin within hyperbranched structure10.1177/0954008320916224 ↗
27. Synthesis and properties of pyrazine-based oligomeric phthalonitrile resins10.1177/0954008318823894 ↗
28. Significant improvement of thermal oxidative mechanical properties in phthalonitrile GFRP composites by introducing microsilica as complementary reinforcement10.1016/j.compositesb.2018.09.031 ↗
29. Phthalonitrile-carbon fiber composites produced by vacuum infusion process10.1177/0021998317699452 ↗
30. Carbon fabric reinforced propargyl ether/phthalonitrile composites produced by vacuum infusion10.1016/j.mencom.2018.01.014 ↗
31. Curing behavior studies of phenol-containing phthalonitrile monomer for advanced composite materials10.1016/j.tca.2020.178837 ↗
32. Understanding of the polymerization mechanism of the phthalonitrile-based resins containing benzoxazine and their thermal stability10.1016/j.polymer.2018.04.004 ↗
33. Tensile and fracture properties of a phthalonitrile polymer10.1016/0032-3861(93)90570-Z ↗
34. Research on high-temperature resistant resin matrix composites of hypersonic aircraft structure