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Method development for the prediction of melt quality in the extrusion process
Model Training and Assessment
Regression, Cross-Validation, and Significance Analysis by Lasso Regression
Introduction
Screw Performance Index (SPI)
Simulation of the Extrusion Process
Machine Learning (Comparison Classification and Regression)
Experimental Setup
Method
PPDAC
Cross-Validation Statistics
Labelling
Model Training and Assessment
Regression, Cross-Validation, and Significance Analysis by Lasso Regression
Model Development Challenges
Results
Validation
Conclusions and Outlook
References
Journal Article
Method development for the prediction of melt quality in the extrusion process / Dorte Trienens, Volker Schöppner, Peter Krause, Thomas Bäck, Seraphin Tsi-Nda Lontsi and Finn Budde
Place and Date of Creation
Paderborn
2024
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