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Evaluating models that predict epoxy conversion using rheological properties.

Stian K Romberg1, Paul Roberts1, Chad R Snyder1

  • 1Materials Science and Engineering Division, National Institute of Standards and Technology Gaithersburg, MD 20899, United States of America.

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|June 13, 2024
PubMed
Summary
This summary is machine-generated.

This study reveals limitations in conventional models for predicting epoxy resin behavior. The generalized effective medium (GEM) model accurately describes rheology and conversion across the sol-gel transition for both neat and composite systems.

Keywords:
additive manufacturingconversion predictioncurve fittinggeneralized effective medium modelmaterial extrusionrheology-conversion relationshipthermoset composite

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Area of Science:

  • Polymer Science
  • Materials Science
  • Rheology

Background:

  • Conventional models inadequately capture the complex relationship between rheology and conversion in epoxy resins.
  • Existing models fail to fully account for chemical gelation and exhibit limitations before the gel point.

Purpose of the Study:

  • To evaluate the accuracy of current rheological models for thermoset resins.
  • To introduce and validate a new model, the generalized effective medium (GEM) model, for describing resin behavior.
  • To accurately predict the gel point and scaling behavior in epoxy systems.

Main Methods:

  • Simultaneous rheology and conversion measurements were performed on neat and composite epoxy resins.
  • Comparison of conventional models with experimental data.
  • Application and validation of the generalized effective medium (GEM) model.

Main Results:

  • Conventional models based on mixing rules are quantitatively inaccurate and do not account for chemical gelation.
  • Percolation theory-based models are accurate only before the gel point.
  • The GEM model accurately describes rheological properties on both sides of the critical gel point.

Conclusions:

  • The generalized effective medium (GEM) model provides a more accurate and comprehensive description of epoxy resin rheology and conversion.
  • The GEM model successfully estimates the gel point and scaling behavior for both neat and filled epoxy systems.
  • This work advances the understanding of thermoset resin behavior during curing and gelation.