For some time, changing your PlayStation Network ID wasn't possible, but now it is and there is a way you can do it but it will cost you $9.99 each time.

If you have an existing PlayStation account, you’ll need to go to the signup page and enter your PlayStation Online ID and click submit to be eligible.