In message , David
writes

So ideally I would like to do something which will make the fit a little
more snug without damaging the new knob or preventing me removing it later.

Could you create a burr on the shaft? Probably difficult if the shaft
is still attached to the cooker.

Loctite make something that is designed to stick, but not be completely
immovable.
--
Graeme