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Optimization Strategy for Process Design in Rubber Injection Molding: A Simulation-Based Approach Allowing for the
Martin Traintinger1, Maurício Azevedo1,2, Roman Christopher Kerschbaumer1
1Polymer Competence Center Leoben GmbH, Sauraugasse 1, 8700 Leoben, Austria.
Polymers
|July 27, 2024
Summary
Optimizing rubber production simulations is crucial. This study introduces a combined logistic growth and polynomial model for accurate prediction of rubber part mechanical properties, improving simulation reliability.
Area of Science:
- Materials Science
- Polymer Engineering
- Computational Modeling
Background:
- Optimizing rubber production settings is time-consuming and resource-intensive.
- Process simulations are emerging as a method to predict rubber part cure and mechanical properties.
- Existing models, like second-order polynomials, show limitations in predicting mechanical characteristics for injection-molded parts due to narrow property distributions.
Purpose of the Study:
- To develop a more precise simulation approach for predicting mechanical properties of injection-molded rubber parts.
- To address the predictive failures of second-order models in rubber processing simulations.
- To combine logistic growth functions with second-order polynomials for enhanced approximation accuracy.
Main Methods:
- Designed an experimental plan for producing injection-molded parts from a Styrene-Butadiene Rubber (SBR) compound.
- Varied vulcanization temperatures and degrees of cure during part production.
- Mechanically characterized the produced parts and used the data to calculate model coefficients for the combined approximation approach.
Main Results:
- A combined model using logistic growth functions and second-order polynomials was developed.
- The new model enables simulation-based calculations of mechanical part quality.
- Simulations demonstrated reliable predictions, with results falling within the natural deviation of real-world measurements.
Conclusions:
- The proposed combined approximation approach significantly improves the prediction accuracy of mechanical properties for injection-molded rubber parts.
- This enhanced simulation method offers a reliable tool for optimizing rubber processing.
- The findings contribute to more efficient and accurate rubber goods production through advanced computational modeling.
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