2 papers
physics.comp-ph2025
Accelerating metamaterial topology optimization using deep super-resolution networks
Ajendra Singh, Shubham Saurabh, Abhinav Gupta +1
Designing metamaterials for extreme mechanical behavior involves the optimal selection of design parameters. However, identifying these optimal parameters through topology optimiza…
physics.comp-ph2024
A dual physics-informed neural network for topology optimization
Ajendra Singh, Souvik Chakraborty, Rajib Chowdhury
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 t…