In this paper, we propose an online expectation maximization (EM) algorithm to estimate the channel parameter even with a few measurements. We address the issue of the online EM initialization by employing the distributed compressed sensing-simultaneous orthogonal matching pursuit (DCS-SOMP) algorithm. The results reveal that the proposed scheme can be applied with low complexity beam tracking algorithm for vehicular networks.