  We propose a homogenized filter for multiscale signals, which allows us to
reduce the dimension of the system. We prove that the nonlinear filter
converges to our homogenized filter with rate $\sqrt{\varepsilon}$. This is
achieved by a suitable asymptotic expansion of the dual of the Zakai equation,
and by probabilistically representing the correction terms with the help of
BDSDEs.
