I've seen a lot of people do this! If I had the room, this is how I would do it.
Just make sure that the sides of the ex-pen are connected to the crate (sides) so that Chip can't sneak through. Also be mindful of any climbing/jumping possibilities if your crate is short.
Congrats on your knew baby! Do you have any pics? What's his birthdate?