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Cure Modelling and Monitoring for Isothermal Processing of Fast-Curing Epoxy Resin
Patrick Schaible1, David Schwaiberger1, Sebastian Schabel1
1wbk Institute of Production Science, Karlsruhe Institute of Technology (KIT), Kaiserstr. 12, 76131 Karlsruhe, Germany.
Polymers
|May 4, 2026
Summary
Accurate temperature monitoring and kinetic modeling are crucial for real-time estimation of the epoxy resin curing state in liquid composite molding. This ensures optimal manufacturing quality and efficiency.
Area of Science:
- Materials Science
- Chemical Engineering
- Polymer Science
Background:
- Liquid composite molding (LCM) relies on precise control of thermoset curing for quality and efficiency.
- Inadequate monitoring leads to under-cured parts or reduced production speed.
- Optimizing LCM requires reliable cure kinetics modeling and real-time process monitoring.
Purpose of the Study:
- To model the cure kinetics of a fast-curing epoxy resin system using the Grindling model.
- To develop a sensor-based system for real-time degree of cure estimation during isothermal processing in LCM.
- To validate the model's predictions against experimental data and assess the impact of temperature measurement accuracy.
Main Methods:
- Utilized dynamic and isothermal differential scanning calorimetry (DSC) for model parameter identification.
- Employed the Grindling kinetic model and DiBenedetto relationship for cure kinetics and glass transition temperature description.
- Developed an experimental mold with temperature sensors for real-time cure monitoring and validated predictions with post-process DSC analysis.
Main Results:
- The Grindling model successfully described the cure kinetics, including diffusion control and vitrification.
- Real-time degree of cure estimation showed improved accuracy after implementing temperature correction for sensor deviations.
- Validated predictions demonstrated significant agreement with post-process DSC measurements, confirming model applicability.
Conclusions:
- Combining kinetic modeling with accurate temperature monitoring enables reliable real-time estimation of the curing state for fast-curing epoxy systems in LCM.
- Accurate temperature measurement is critical for successful curing monitoring in composite manufacturing.
- The study provides practical insights for implementing sensor-based monitoring in LCM processes.

