The prepositional phrase in the sentence "The girls set up a picnic near the babbling brook" is "near the babbling brook."
The linguistic formula that accurately details the prepositional phrase is:
B. preposition + modifier + object of the preposition
In this case, the preposition is "near," the modifier is "the babbling," and the object of the preposition is "brook."