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April 16, 2026Polymers1 citationsOpen Access

Cure Modelling and Monitoring for Isothermal Processing of Fast-Curing Epoxy Resin

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PSPatrick SchaibleDSDavid SchwaibergerSSSebastian Schabel

Key Points

  • This research aims to model and monitor the curing process of a fast-curing epoxy resin to enhance production efficiency.
  • Utilized the Grindling kinetic model to describe cure kinetics.
  • Applied dynamic and isothermal differential scanning calorimetry (DSC) for parameter identification.
  • Developed an experimental mould with temperature sensors for real-time monitoring.
  • Validated predicted degrees of cure with post-process DSC analysis.
  • Initial predictions showed systematic deviations due to temperature measurement uncertainties.
  • Implementing a temperature correction significantly improved the predicted degrees of cure against DSC measurements.
  • Combining kinetic modelling with temperature monitoring allows reliable real-time estimation of cure state.

Abstract

In liquid composite moulding processes, the curing behaviour of thermoset matrices plays a decisive role in determining manufacturing quality and cycle time. Premature demoulding may lead to insufficiently cured components, whereas excessively long curing times reduce production efficiency. Reliable monitoring and modelling of the curing process are therefore essential for process optimisation. In this study, the cure kinetics of a fast-curing epoxy resin system are modelled using the Grindling kinetic model, which accounts for diffusion-controlled reaction behaviour and vitrification effects. Model parameters are identified using both dynamic and isothermal differential scanning calorimetry (DSC) measurements. In addition, the glass transition temperature is described as a function of the degree of cure using the DiBenedetto relationship. To demonstrate the applicability of the model for process monitoring, an experimental mould equipped with temperature sensors was developed to simulate real-time estimation of the degree of cure during isothermal processing. The predicted degree of cure is validated by post-process DSC analysis of the manufactured samples. Initial comparisons reveal systematic deviations caused by temperature measurement uncertainties. After implementing a temperature correction based on experimentally determined sensor deviations, the predicted degree of cure shows significantly improved agreement with DSC measurements. The results demonstrate that combining kinetic modelling with temperature monitoring enables reliable real-time estimation of the curing state for fast-curing epoxy systems. The study also highlights the critical importance of accurate temperature measurement for curing monitoring and provides insights into the practical implementation of sensor-based monitoring strategies in liquid composite moulding processes.

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Cite This Study

Schaible et al. (2026) studied this question.

synapsesocial.com/papers/69e07c972f7e8953b7cbdc30https://doi.org/10.3390/polym18080952
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Cure Modelling and Monitoring for Isothermal Processing of Fast-Curing Epoxy Resin2026
  2. 2In Situ Monitoring of the Curing of Highly Filled Epoxy Molding Compounds: The Influence of Reaction Type and Silica Content on Cure Kinetic Models2024 · 13 citations
  3. 3Cure Kinetics Modeling of Carbon Fiber/Epoxy Prepreg Based on Differential Scanning Calorimetry2026
  4. 4Modeling of Cure Kinetics and Rheological Behavior of an Epoxy Resin Using DSC and Rheometry2026
  5. 5Characterization and Modeling of Cure-Induced Thermo Mechanical Properties and Chemical Shrinkage of Epoxy Resins2024