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In this talk,I will present recent progress in the study of random sta tionary solutions and periodicsolutions of stochastic differential equati ons and stochastic partial differential equations.This talk will be bas ed joint works with a number of people including C.Feng,P.Lian,F.Wei,A.Yevik and Q.Zhang.