su2code · bigfooted · Jan 15, 2026 · Jan 15, 2026
diff --git a/_data/tutorials.yml b/_data/tutorials.yml
@@ -17,7 +17,6 @@
   - Unsteady_NACA0012
   - UQ_NACA0012
   - NICFD_nozzle
-  - NICFD_nozzle_datadriven
   - Aachen_Turbine
 
 - title: Incompressible Flow

diff --git a/_tutorials/compressible_flow/NICFD_nozzle/NICFD_nozzle_datadriven.md b/_tutorials/compressible_flow/NICFD_nozzle/NICFD_nozzle_datadriven.md
diff --git a/_tutorials/index.md b/_tutorials/index.md
@@ -50,8 +50,6 @@ Simulation of unsteady, external, viscous flow around an airfoil.
 Perform uncertainty quantification of errors arising due to assumptions inherent in turbulence models.
 * [Non-ideal compressible flow in a supersonic nozzle](/tutorials/NICFD_nozzle/)    
 Simulation of compressible flow in a nozzle using non-ideal thermodynamic models.
-* [Data-driven equation of state for non-ideal compressible fluids](/tutorials/NICFD_nozzle_datadriven/)    
-Demonstration of data-driven equation of state using a physics-informed neural network.
 * [Turbomachinery: Aachen Turbine stage with mixing plane](/tutorials/Aachen_Turbine/)    
 Simulation of compressible flow of the Aachen turbine demonstrating turbomachinery application.
 

diff --git a/tutorials_files/compressible_flow/NICFD_nozzle_datadriven/images/Mach_Z.png b/tutorials_files/compressible_flow/NICFD_nozzle_datadriven/images/Mach_Z.png
diff --git a/tutorials_files/compressible_flow/NICFD_nozzle_datadriven/images/PT_diagram.png b/tutorials_files/compressible_flow/NICFD_nozzle_datadriven/images/PT_diagram.png
diff --git a/...ials_files/compressible_flow/NICFD_nozzle_datadriven/images/TrainingHistory.png b/...ials_files/compressible_flow/NICFD_nozzle_datadriven/images/TrainingHistory.png
diff --git a/...ials_files/compressible_flow/NICFD_nozzle_datadriven/images/Z_contours_comp.png b/...ials_files/compressible_flow/NICFD_nozzle_datadriven/images/Z_contours_comp.png
diff --git a/..._files/compressible_flow/NICFD_nozzle_datadriven/images/convergence_history.png b/..._files/compressible_flow/NICFD_nozzle_datadriven/images/convergence_history.png
diff --git a/...rials_files/compressible_flow/NICFD_nozzle_datadriven/images/mesh_highlight.png b/...rials_files/compressible_flow/NICFD_nozzle_datadriven/images/mesh_highlight.png