Does Ralph think they’ll be rescued? By whom?

Yes, Ralph believes they will be rescued, he says,"The Queen has a room full of maps with every island in the world marked on them, including this one. And the Navy will be searching for us and they will send a ship, perhaps Daddie's ship, to rescue us."