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Published on: July 10, 2020
Enhancing High-Pressure Capillary Rheometer Viscosity Data Calculation with the Propagation of Uncertainties for
Martin Hubmann1, Stephan Schuschnigg1, Ivica Ðuretek1
1Polymer Processing, Department of Polymer Engineering and Science, Montanuniversitaet Leoben, 8700 Leoben, Austria.
This study quantifies uncertainties in polymer melt viscosity measurements using propagation of uncertainties. Incorporating these uncertainties improves the accuracy and precision of viscosity model fitting, especially at lower shear rates.
Area of Science:
- Polymer Science
- Rheology
- Measurement Science
Background:
- High-pressure capillary rheometry is standard for measuring polymer melt shear viscosity.
- Viscosity calculations involve Bagley and Weissenberg-Rabinowitsch corrections, susceptible to measurement inaccuracies.
- Existing methods lack robust quantification of uncertainty in derived viscosity values.
Purpose of the Study:
- To propose and demonstrate a method for quantifying uncertainties in shear viscosity measurements of polymer melts.
- To evaluate the impact of incorporating viscosity uncertainties into viscosity model parameter estimation.
- To compare the performance of weighted versus standard residual sum of squares minimization.
Main Methods:
- Propagation of uncertainties calculation applied to capillary rheometry data.
- Experimental validation using a polycarbonate melt.
- Parameter estimation of the Cross-WLF viscosity model using weighted and standard residual sum of squares.
- Numerical simulations of rheometer measurements for validation.
Main Results:
- Quantified viscosity uncertainties were successfully derived for a polycarbonate melt.
- Weighted residual sum of squares fitting, incorporating uncertainties, improved model accuracy by ~16% at lower shear rates.
- Derived viscosity uncertainties led to more precise Cross-WLF model coefficients.
- Both fitting methods showed deviations at high shear rates, likely due to non-isothermal conditions.
Conclusions:
- Quantifying measurement uncertainties is crucial for accurate viscosity determination in polymer melts.
- Incorporating viscosity uncertainties into model fitting enhances parameter precision and predictive capability.
- Further research is needed to address deviations at high shear rates, potentially involving non-isothermal flow modeling.
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