This paper studies a special system of $N$-coupled oscillators under white noise. It is shown that we can get a positive recurrent diffusion process by winding the solution of this system on a cylinder along a special direction. Thus defining the rotation number as the limit of the frequency of the oscillator, we can prove that the rotation number exists and the frequency locking is successful no matter how large the white noise is.