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May 8, 2022 · Artificial Intelligence

Solving Differential Equations with Physics‑Informed Neural Networks in PyTorch

This article explains how to build a Physics‑Informed Neural Network (PINN) in PyTorch to solve a simple logistic ordinary differential equation, covering the underlying theory, loss formulation with equation residuals and boundary conditions, network architecture, automatic differentiation, and training results.