Christian Hopmann

Transfer-Learning: Bridging the Gap between Real and Simulation Data for Machine Learning in Injection Molding

Hasan Tercan, Alexandro Guajardo, Julian Heinisch et al. · Procedia CIRP · 2018 · 120 citations · Full text

Machine Parameters, Machine Learning, Random Initialization +20

Induced network-based transfer learning in injection molding for process modelling and optimization with artificial neural networks

Yannik Lockner, Christian Hopmann · The International Journal of Advanced Manufacturing Technology · 2021 · 83 citations · Full text

Engineering, Machine Learning, Industrial Engineering +17

Transfer learning with artificial neural networks between injection molding processes and different polymer materials

Yannik Lockner, Christian Hopmann, Weibo Zhao · Journal of Manufacturing Processes · 2021 · 81 citations

Artificial Intelligence, Evolving Neural Network, Engineering +8

Manufacturing of polymer micro parts by ultrasonic plasticization and direct injection

Walter Michaeli, Thomas Kamps, Christian Hopmann · Microsystem Technologies · 2011 · 70 citations

Materials Science, Engineering, Power Ultrasound +9

Numerical shape optimization as an approach to extrusion die design

Stefanie Elgeti, M. Probst, Christian Windeck et al. · Finite Elements in Analysis and Design · 2012 · 53 citations

Geometric Modeling, Engineering, Natural Sciences +10