Open access
Oct 2026
End-to-End Generative Design and Physically Interpretable Performance Evaluation of Casting Part Ribs Based on VAE-GAN and Task-Adaptive Graph Attention
Results showed that the GraphVAE-GAN framework generated novel stiffening rib layouts with 100% validity and structural uniqueness, achieving high-level coupling reconstruction among design variables and offering a physically grounded trajectory for automating the design exploration of complex engineering systems under...
Hou-Guo Lu, Qiu-Qi Yuan, Zhao-Kun Shu et al.
· Machines · 0 citations