53 citations · 64 across the 3 of their papers we have counts for
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cs.LG2019★ 53 cited
A Novel Topology Optimization Approach using Conditional Deep Learning
Sharad Rawat, M. -H. Herman Shen
In this study, a novel topology optimization approach based on conditional Wasserstein generative adversarial networks (CWGAN) is developed to replicate the conventional topology o…
cs.LG2019★ 11 cited
A New CGAN Technique for Constrained Topology Design Optimization
M. -H. Herman Shen, Liang Chen
This paper presents a new conditional GAN (named convex relaxing CGAN or crCGAN) to replicate the conventional constrained topology optimization algorithms in an extremely effectiv…