The filtering problem, on which the signal process and observation process
are both diffusions in dual of nuclear Fr´echet space, is considered.
Martingale representation theorem and Girsanov’s theorem in
such space are proved. The innovation process is discussed. The filtering
equation for the best estimate of signal process on observation
process, is established by the innovation approach.