What is the possible problem when you hear a knocking sound in the plumbing after flusing the toilet?

It is called water hammer. It usually happens when a valve (in your case a fill valve for the toilet) shuts off the flow of water quickly. You might try replacing the fill valve or add a water hammer air cushion.