Data-driven composition design and property optimization of solid solution and precipitation simultaneously strengthened non-oriented silicon steel

• Published in: Materials & design Vol. 242; p. 113011
• Main Authors: Liu, Yameng, Wang, Zhilei, Wang, Yutang, Li, Yanguo, Zhao, Fan, Zhang, Zhihao, Liu, Xinhua
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.06.2024; Elsevier
• Subjects: Machine learning; Magnetic properties; Non-oriented silicon steel; Strength; Non-oriented silicon steel; Strength; Machine learning; Magnetic properties

[Display omitted] •Strength and magnetic properties of silicon steel were optimized simultaneously.•Adversarial model was applied in silicon steel composition design.•The effect of alloying elements on properties was analyzed based on Association rule mining. Limitations on data volume and quality a...