diff --git a/docs/src/tutorials/pinn_vs_traditional_solvers.md b/docs/src/tutorials/pinn_vs_traditional_solvers.md new file mode 100644 index 000000000..4d9cf99ae --- /dev/null +++ b/docs/src/tutorials/pinn_vs_traditional_solvers.md @@ -0,0 +1,11 @@ +## ๐Ÿ“ Goal of the tutorial: +This tutorial aims to document the performance trade-offs of using PINNs and high-fidelity traditional numerical solvers from the SciML ecosystem. + +## ๐Ÿงช Scope of Comparison: + +The comparison will be using a multi parameter PDE like the Burgers' or Heat Equation, where a physical parameter is varied. + +* Approach using PINNs : Train a single, continuous PINN model as a function of space, time, and the varied parameter. +* Traditional Numerical Approach: Use an optimized solver to generate solutions across the same parameter range. + +**Status: Work In Progress (WIP)**