Abstract: Based on Bayesian theory under contaminated distribution,a robust Bayesian estimator for the state parameters of one kind of dynamic models is given.Meanwhile,we study the algorithms with unknown contaminated factors.A simulation example of filtering shows that the modified Kalman filter is effective and reliable.