Before you can get to Abrolhos, you must first go to Caravelas. Here you will find a number of tour operators authorized by IBAMA to sail to the archipelago. The cost per person for a day-trip is around R$220 about USD 140. Check the page for Caravelas for instructions on how to get to Caravelas.
Once in Caravelas, you can only get to Abrolhos by boat. Your choices are: