Prediction and optimization of stretch flangeability of advanced high strength steels utilizing machine learning approaches

Prediction and optimization of stretch flangeability of advanced high strength steels utilizing machine learning approaches

Abstract Advanced high strength steels (AHSS) exhibit diverse mechanical properties due to their complex chemical compositions and microstructures. Existing machine learning (ML) studies often focus on specific steel grades, limiting generalizability in predicting and optimizing AHSS properties. Her...

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Bibliographic Details
Main Authors: Tianyang Li, Zheng Yang, Junyi Cui, Wenjie Chen, Rami Almatani, Yingjie Wu
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Stretch-flangeability
Advanced high strength steels
Composition-structure-property relationship
Machine learning
Multiple objective optimization
Online Access:https://doi.org/10.1038/s41598-025-00786-w
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