Sandy Lamar Graham, 40, of Hollywood, was arrested on three counts of bank robbery, according to the Broward County Sheriff's Office.
According to deputies, Graham walked into a Chase bank in Hollywood at 2:36 p.m. and demanded money from a teller, implying he had a weapon, the Sun-Sentinel reported.
Graham then went to a Bank of America branch in Hollywood and demanded cash from an employee, the newspaper reported. Photographs released by the Hollywood Police Department show a man who appears to be Graham at a teller's window.
At 5:30 p.m., Graham allegedly attempted to rob a SunTrust bank in Plantation, according to the Sun-Sentinel.
FBI investigators released photographs from surveillance cameras, and Graham surrendered to the Hollywood Police Department, the Sun-Sentinel reported.
Police have not said how much money Graham took from the banks, according to the newspaper.
Graham is expected to make an appearance in a federal court Monday, according to arrest records.