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math.OC2026
Agent4FreeFem: A Verification-Guided Framework for Autonomous Topology Optimization
Zhipu Cui, Helin Gong, Shengfeng Zhu
Topology optimization has become an indispensable design tool in the aerospace, automotive, and mechanical engineering industries. Yet bringing a new problem from its description t…
math.OC2025
A Unified Phase-Field Fourier Neural Network Framework for Topology Optimization
Jing Li, Xindi Hu, Helin Gong +2
We propose Alternating Phase-Field Fourier Neural Networks (APF-FNNs) as a unified and physics-based framework for topology optimization. The approach decouples the design problem…