A soft sensor for property control in multi-stage hot forming based on a level set formulation of grain size evolution and machine learning

Close-die forging usually has the goal of shaping a workpiece at reduced forming forces and to set the properties for the application at hand utilizing the microstructural changes occurring at high homologous temperatures. The evolution of the property-determining microstructure can be treated as a...

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Bibliographic Details
Main Authors: Markus Bambach, Muhammad Imran, Irina Sizova, Johannes Buhl, Stephan Gerster, Michael Herty
Format: Article
Language:English
Published: Elsevier 2021-05-01
Series:Advances in Industrial and Manufacturing Engineering
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666912921000118