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09/12/2023
Update Monte Carlo tree search (UMCTS) algorithm for heuristic global search of sizing optimization problems for truss structures
Sizing optimization of truss structures is a complex computational probl...
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08/19/2023
Physics-guided training of GAN to improve accuracy in airfoil design synthesis
Generative adversarial networks (GAN) have recently been used for a desi...
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04/22/2023
Physics-guided generative adversarial network to learn physical models
This short note describes the concept of guided training of deep neural ...
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06/02/2022
Super-resolving 2D stress tensor field conserving equilibrium constraints using physics informed U-Net
In a finite element analysis, using a large number of grids is important...
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10/01/2021
Inverse airfoil design method for generating varieties of smooth airfoils using conditional WGAN-gp
Machine learning models are recently utilized for airfoil shape generati...
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06/18/2021
