journal article·2026-03

Machine learning–statistical inference of prepreg conditioning history from surface morphology

Aric Morton, Navid Zobeiry

Publisher page

Abstract

No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.

Source: Not provided · Quality: missing

Research context

OpenAlex topics: Epoxy Resin Curing Processes · Fiber-reinforced polymer composites · Mechanical Behavior of Composites

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (41)

Show source-provided references
1. Automated fiber placement: a review of history, current technologies, and future paths forward
2. Manufacturing-induced imperfections in composite parts manufactured via automated fiber placement10.3390/jcs3020056 ↗
3. Investication of the mechanisms of fuzzball formation and growth in automated fiber placement (AFP) of thermoset composites
4. Understanding and predicting defect formation in automated fibre placement pre-preg laminates10.1016/j.compositesa.2017.08.008 ↗
5. The internal structure and conformation of prepreg with respect to reliable automated processing10.1016/j.compositesa.2010.11.014 ↗
6. Prepreg tack: a review of mechanisms, measurement, and manufacturing implication10.1002/pc.25642 ↗
7. Gardner · 2020
8. Void growth and resin transport during processing of thermosetting — matrix composites10.1007/3-540-16423-5_13 ↗
9. Void control for polymer-matrix composites (1): theoretical and experimental methods for determining the growth and collapse of gas bubbles10.1016/0956-7143(94)90023-X ↗
10. An analysis of void formation mechanisms in out-of-autoclave prepregs by means of X-ray computed tomography10.1016/j.compositesa.2018.11.010 ↗
11. Measuring the impregnation of an out-of-autoclave prepreg by micro-CT10.1016/j.compscitech.2010.12.009 ↗
12. Spontaneous radial capillary impregnation across a bank of aligned micro-cylinders - part I: theory and model development10.1016/j.ijmultiphaseflow.2006.02.006 ↗
13. Spontaneous radial capillary impregnation across a bank of aligned micro-cylinders. Part II: experimental investigations10.1016/j.ijmultiphaseflow.2006.02.015 ↗
14. Measuring the negative pressure during processing of advanced composites10.1016/j.compstruct.2018.06.123 ↗
15. Characterization of epoxy resin surface energetics10.1163/156856101743382 ↗
16. Insights from in-situ X-ray computed tomography during axial impregnation of unidirectional fiber beds10.1016/j.compositesa.2017.12.024 ↗
17. Prepreg tack: a review of mechanisms, measurement, and manufacturing implication10.1002/pc.25642 ↗
18. Formulation of epoxy prepregs, synthesization parameters, and resin impregnation approaches—A comprehensive review10.3390/polym16233326 ↗
19. Characterisation of tack for uni-directional prepreg tape employing a continuous application-and-peel test method10.1016/j.compositesa.2018.08.027 ↗
20. Void formation in composite prepregs - effect of dissolved moisture10.1016/j.compscitech.2010.09.009 ↗
21. The effect of absorbed moisture and resin pressure on porosity in autoclave cured epoxy resin10.1002/pc.28870 ↗
22. The sorption and diffusion of water in epoxy resins10.1016/S0376-7388(00)85034-6 ↗
23. Dynamic behaviour of water molecules in heterogeneous free space formed in an epoxy resin10.1039/D1SM00529D ↗
24. A molecular dynamics study of water transport inside an epoxy polymer matrix10.1016/j.commatsci.2015.04.032 ↗
25. Effects of water on epoxy cure kinetics and glass transition temperature utilizing molecular dynamics simulations10.1002/polb.24357 ↗
26. Monitoring ambient-temperature aging of a carbon-fiber/epoxy composite prepreg with photoacoustic spectroscopy10.1016/j.compositesa.2008.03.015 ↗
27. Prepreg age monitroring via differential scanning calorimetry10.1177/0731684411431020 ↗
28. Modelling the effect of material properties and process parameters on tow impregnation in out-of-autoclave prepregs10.1016/j.compositesa.2012.03.028 ↗
29. In-situ cure monitoring of an out-of-autoclave prepreg: effects of out-time on viscosity, gelation and vitrification10.1016/j.compscitech.2014.07.027 ↗
30. Effect of room-temperature out-time on tow impregnation in an out-of-autoclave prepreg10.1016/j.compositesa.2012.10.001 ↗
31. Cure path dependency of damage resistance in interlayer toughened composite laminates subjected to quasi-static indentation and low-velocity impact10.1016/j.compositesb.2023.111000 ↗
32. Cure-dependent microstructures and their effect on elastic properties of interlayer toughened thermoset composites10.1016/j.compscitech.2020.108241 ↗
33. Robust principal component analysis?
34. The dynamics of capillary flow
35. Ueber das Zeitgesetz des kapillaren Aufstiegs von Flüssigkeiten10.1007/BF01461107 ↗
36. Fiji: an open-source platform for biological-image analysis10.1038/nmeth.2019 ↗
37. Scikit-learn: machine learning in python Gaël Varoquaux Bertrand Thirion Vincent Dubourg alexandre passos PEDREGOSA, VAROQUAUX, GRAMFORT ET AL. Matthieu perrot
38. Li · 1994
39. Dykeman · 2008
40. An essay on the cohesion of fluids
41. A. Franck, Understanding Rheology of Thermosets Revised by A.J. Franck, TA Instruments, n.d. https://www.tainstruments.com/pdf/literature/AAN015_V1c_U_Thermoset.pdf (accessed April 21, 2025).