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Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion
Generally, numerical methods are required to model the non-Newtonian flow of polymer melts in single-screw extruders. Existing approximation equations for modeling the throughput–pressure relationship and viscous dissipation are limited in their scope of application, particularly when it comes to sp...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6419227/ https://www.ncbi.nlm.nih.gov/pubmed/30960318 http://dx.doi.org/10.3390/polym11020334 |
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author | Roland, Wolfgang Kommenda, Michael Marschik, Christian Miethlinger, Jürgen |
author_facet | Roland, Wolfgang Kommenda, Michael Marschik, Christian Miethlinger, Jürgen |
author_sort | Roland, Wolfgang |
collection | PubMed |
description | Generally, numerical methods are required to model the non-Newtonian flow of polymer melts in single-screw extruders. Existing approximation equations for modeling the throughput–pressure relationship and viscous dissipation are limited in their scope of application, particularly when it comes to special screw designs. Maximum dimensionless throughputs of [Formula: see text] , implying minimum dimensionless pressure gradients [Formula: see text] for low power-law exponents are captured. We present analytical approximation models for predicting the pumping capability and viscous dissipation of metering channels for an extended range of influencing parameters ([Formula: see text] , and [Formula: see text]) required to model wave- and energy-transfer screws. We first rewrote the governing equations in dimensionless form, identifying three independent influencing parameters: (i) the dimensionless down-channel pressure gradient [Formula: see text] , (ii) the power-law exponent [Formula: see text] , and (iii) the screw-pitch ratio [Formula: see text]. We then carried out a parametric design study covering an extended range of the dimensionless influencing parameters. Based on this data set, we developed regression models for predicting the dimensionless throughput-pressure relationship and the viscous dissipation. Finally, the accuracy of all three models was proven using an independent data set for evaluation. We demonstrate that our approach provides excellent approximation. Our models allow fast, stable, and accurate prediction of both throughput-pressure behavior and viscous dissipation. |
format | Online Article Text |
id | pubmed-6419227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64192272019-04-02 Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion Roland, Wolfgang Kommenda, Michael Marschik, Christian Miethlinger, Jürgen Polymers (Basel) Article Generally, numerical methods are required to model the non-Newtonian flow of polymer melts in single-screw extruders. Existing approximation equations for modeling the throughput–pressure relationship and viscous dissipation are limited in their scope of application, particularly when it comes to special screw designs. Maximum dimensionless throughputs of [Formula: see text] , implying minimum dimensionless pressure gradients [Formula: see text] for low power-law exponents are captured. We present analytical approximation models for predicting the pumping capability and viscous dissipation of metering channels for an extended range of influencing parameters ([Formula: see text] , and [Formula: see text]) required to model wave- and energy-transfer screws. We first rewrote the governing equations in dimensionless form, identifying three independent influencing parameters: (i) the dimensionless down-channel pressure gradient [Formula: see text] , (ii) the power-law exponent [Formula: see text] , and (iii) the screw-pitch ratio [Formula: see text]. We then carried out a parametric design study covering an extended range of the dimensionless influencing parameters. Based on this data set, we developed regression models for predicting the dimensionless throughput-pressure relationship and the viscous dissipation. Finally, the accuracy of all three models was proven using an independent data set for evaluation. We demonstrate that our approach provides excellent approximation. Our models allow fast, stable, and accurate prediction of both throughput-pressure behavior and viscous dissipation. MDPI 2019-02-14 /pmc/articles/PMC6419227/ /pubmed/30960318 http://dx.doi.org/10.3390/polym11020334 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Roland, Wolfgang Kommenda, Michael Marschik, Christian Miethlinger, Jürgen Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion |
title | Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion |
title_full | Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion |
title_fullStr | Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion |
title_full_unstemmed | Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion |
title_short | Extended Regression Models for Predicting the Pumping Capability and Viscous Dissipation of Two-Dimensional Flows in Single-Screw Extrusion |
title_sort | extended regression models for predicting the pumping capability and viscous dissipation of two-dimensional flows in single-screw extrusion |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6419227/ https://www.ncbi.nlm.nih.gov/pubmed/30960318 http://dx.doi.org/10.3390/polym11020334 |
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