Diaphragm actuators are made out of a round piece of rubber and squeezed around its edges between two side of a cylinder or chamber that allows air pressure to enter either side pushing the piece of rubber one direction or the other.
A diaphragm actuator is useful if the supply pressure is moderate and the valve travel and thrust required are low.