Integrating mechanism and data-driven approaches in pre-aged hardening warm forming: Performance prediction and process parameters deduction

Key Points

• Performance prediction improves with integrated mechanism and data-driven approaches, enhancing process parameters.
• Testing shows that the new method accurately predicts outcomes under varied conditions, achieving over 80% accuracy.
• Integration of different analytical techniques provides a holistic understanding of warm forming processes and their parameters.
• These findings could lead to better manufacturing strategies, though further validation across diverse setups is necessary.