DIFFICE_jax

Inverse Problems:

  • Isotropic viscosity inversion
  • Anisotropic viscosity inversion

Extended-PINNs:

  • Why we need XPINNs
  • Loss function for XPINNs

Tutorial:

  • Overview
  • Forward problem setup
  • File descriptions
  • Results

Training Data:

  • Data source
  • Data Format

Real-data Examples:

  • Overview
  • Isotropic case via PINNs
  • Isotropic case via XPINNs
  • Anisotropic case via PINNs
  • Ansotropic case via XPINNs

Code Quickview:

  • Data processing
  • Equations and conditions
  • PINNs and XPINNs models
  • Optimization methods
DIFFICE_jax
  • Search

© Copyright 2025, Yongji Wang & Ching-Yao Lai.

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