How do I stop knocking sounds in the heating system?

I have recently had Thermostatic Radiator Valves fitted to the five radiator valves at home. Knocking sounds can be heard when the heating comes on and continues for a while, stopping it would appear after the pipes get hot. The knocking sounds can also be heard for a while even after the heating has gone off and the radiators have started to cool down.