The filming is expected to include actor Donnie Wahlberg, who plays NYPD Det. Danny Reagan, sources said.
The hit show, which also stars Tom Selleck as the police commissioner, will be filmed on Audley Street, between Abingdon Road and Beverly Road, two blocks away from the Kew Gardens Long Island Rail Road station, according to a letter sent by CBS to Community Board 9.
The shoot will take place between 8 a.m. and 8 p.m., and will include both interior and exterior scenes.
"Blue Bloods," which is currently in pre-production for its fifth season, airs at 10 p.m. on Fridays.