Why are my water/radiator pipes whistling when I shut down the heating system?
You might have air in the pipework to the radiators. You can bleed air from the system's heating circuit (usually a bleed valve is present at the highest point in the pipework) 



and from individual radiators.



Details vary depending on which side of the planet you are standing.