From f4dee20ab565416378cb745d6a245347a5920e12 Mon Sep 17 00:00:00 2001 From: Vinay Date: Wed, 19 Nov 2025 17:50:07 -0800 Subject: [PATCH] Create pinn_vs_traditional_solvers.md Brief description of the tutorial --- docs/src/tutorials/pinn_vs_traditional_solvers.md | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 docs/src/tutorials/pinn_vs_traditional_solvers.md 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)**