Directional beamforming is a crucial component for realizing robust wireless millimeter wave (mmWave) communication systems. Beam alignment using brute-force search introduces time overhead, and the location aided blind beam adds additional hardware requirements to system. In this paper, we propose method based on radio frequency (RF) fingerprints of user equipment obtained from base stations. ...