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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…
physics.comp-ph2022★ 33 cited
Wavelet neural operator: a neural operator for parametric partial differential equations
Tapas Tripura, Souvik Chakraborty
With massive advancements in sensor technologies and Internet-of-things, we now have access to terabytes of historical data; however, there is a lack of clarity in how to best expl…