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Cited article:

Data-Efficient Machine Learning for Straightening Processes in Roll Forming Using FEA Data

Johannes Hofmann, Patrick Reining and Peter Groche
Applied Sciences 16 (10) 5024 (2026)
https://doi.org/10.3390/app16105024

Data-Driven Inline Shape Monitoring Based on Industrial Material Fluctuations in Roll Forming

Abdelrahman Essa, Johannes Hofmann, Peter Groche and Matthias Weiss
Transactions of the Indian Institute of Metals 79 (6) (2026)
https://doi.org/10.1007/s12666-026-03842-9