Affiliation:
1. Ruhr-University Bochum Virtualisation of Process Technology Universitaetsstrasse 150 44801 Bochum Germany
2. Fraunhofer Institute for Environmental, Safety and Energy Technology UMSICHT Osterfelder Strasse 3 46047 Oberhausen Germany
Abstract
AbstractThis contribution aims at developing scaling algorithms for planetary roller extruders (PREs). Laboratory‐ and production‐scale experiments were carried out, using thermoplastic polymers according to a statistical design of experiments (DOE). By comparing plant size, spindle configuration, operating parameters, and material properties, their influence on pressure build‐up capacity, process temperatures, and residence time distribution is analyzed. All data generated are used to train MATLAB‐based machine learning models. First indications hint at Gaussian processes and artificial neural networks, predicting operating parameters with high accuracy.
Subject
Industrial and Manufacturing Engineering,General Chemical Engineering,General Chemistry
Reference31 articles.
1. Polymer Extrusion
2. Plastics Compounding and Polymer Processing
3. Virtualisierung verfahrenstechnischer Prozesse – Experimentiertechnik in der Lehre
4. T.Birr Verarbeitung von langglasfaserverstärkten Thermoplasten für Spritzgussanwendungen auf dem Planetwalzenextruder Ph.D. Thesis Technische Universität Berlin2016.
Cited by
2 articles.
订阅此论文施引文献
订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献