Multi-Layer Perceptron
Physics-Informed Neural Networks (PINNs)
DeepONet: Operator Learning with Neural Networks
Differentiable Simulation
Graph Neural Network
Lab Setup

Comparison: Standard vs Physics-Informed DeepONet

Comparative Analysis

Let's train a standard DeepONet (data-only) and compare it with our physics-informed version to understand the benefits of incorporating physics constraints.

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CVW material development is supported by NSF OAC awards 1854828, 2321040, 2323116 (UT Austin) and 2005506 (Indiana University)