Most of the municipalities are located on the islands in the Sulu Sea . Two of them , Mapun , and Turtle Islands lie within the Sulu Archipelago . Most of the municipalities are located on the islands of the Sulu sea , two of them , Mapun and the Turtle Islands , are in the Sulu archipelago .