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Arxiv

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Point-DeepONet: A Deep Operator Network Integrating PointNet for Nonlinear Analysis of Non-Parametric 3D Geometries and Load Conditions

  • Nonlinear structural analyses in engineering often require extensive finite element simulations.
  • Point-DeepONet is an operator-learning-based surrogate that integrates PointNet into the DeepONet framework.
  • It accurately predicts three-dimensional displacement and von Mises stress fields without mesh parameterization or retraining.
  • Point-DeepONet provides predictions in mere seconds, approximately 400 times faster than nonlinear finite element analyses.

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