Implementation of Machine Learning in Flat Die Extrusion of Polymers

Implementation of Machine Learning in Flat Die Extrusion of Polymers

Achieving a uniform thickness and defect-free production in the flat die extrusion of polymer sheets and films is a major challenge. Dies are designed for one extrusion scenario, for a polymer grade with specified rheological behavior, and for a given throughput rate. The extrusion of different poly...

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Bibliographic Details
Main Authors: Nickolas D. Polychronopoulos, Ioannis Sarris, John Vlachopoulos
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Molecules
Subjects:
dataset generation
polymer rheology
ML algorithms
SHAP analysis
Online Access:https://www.mdpi.com/1420-3049/30/9/1879
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