Thank you again for answering.
I need to include the pipes because I am "calibrating" the model with measurements in a lab.
For the density (and thermal conductivity and viscosity) I am using a polynoma (5th degree) in dependance of the StaticTemperature integrated via an expression.
I am using 30 out of 32 cores on my machine.