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How to Make the Stress Relaxation Experiment for Polymers More Informative
Anna Stankiewicz1, Sławomir Juściński2
1Department of Technology Fundamentals, Faculty of Production Engineering, University of Life Sciences in Lublin, 20-612 Lublin, Poland.
Polymers
|January 17, 2024
Summary
This study introduces a robust method for identifying polymer viscoelastic models from stress relaxation data. It enables accurate model selection independent of sampling times, even with noisy measurements.
Area of Science:
- Polymer Science
- Materials Science
- Rheology
Background:
- Polymer mechanical properties are described by viscoelastic models like the Maxwell and Kohlrausch-Williams-Watts models.
- Accurate identification of these models from experimental data is crucial but challenging due to data dependency and noise.
Purpose of the Study:
- To develop a method for identifying polymer relaxation modulus models that is independent of sampling instants.
- To ensure the stability and accuracy of model identification from noise-corrupted rheological data.
Main Methods:
- Weighted least-squares approximation for relaxation modulus.
- Application of Tikhonov regularization to address ill-posed identification problems.
- Stochastic convergence analysis and numerical studies with randomized sampling instants.
Main Results:
- An identification algorithm was developed that yields approximate optimal model parameters.
- The method demonstrated strong consistency and exponential convergence rates for noise-corrupted data.
- Numerical studies confirmed the recovery of asymptotically time-instant-independent models.
Conclusions:
- The proposed identification method, incorporating randomization and regularization, accurately determines polymer viscoelastic models.
- This approach offers robustness against measurement noise and independence from sampling strategies.
- It advances the reliable characterization of polymer mechanical behavior.
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