Souvik Chakraborty

A dual physics-informed neural network for topology optimization

2024 · arXiv (Cornell University)

We propose a novel dual physics-informed neural network for topology optimization (DPNN-TO), which merges physics-informed neural networks (PINNs) with the traditional SIMP-based topology optimization (TO) algorithm. This approach leverages two interlinked neural networks-a displacement network …