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adaptive-loss

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rushirb2001 / thesis-mace-pinn

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Multi-Architecture Coupled Ensemble Physics-Informed Neural Networks (MACE-PINN) for solving coupled partial differential equations. Implements parallel subnetworks with Fourier embeddings and adaptive loss weighting for Gray-Scott and Ginzburg-Landau reaction-diffusion systems.

deep-learning thesis scientific-computing computational-physics research-project flax reaction-diffusion gray-scott-model fourier-features pinn jax pattern-formation thesis-project ginzburg-landau neural-pde reaction-diffusion-simulation physics-informed-neural-networks adaptive-loss coupled-pde
  • Updated Oct 27, 2025
  • Python

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