In this thesis,several properties about random matrix are discussed,then the sufficient conditions for the direct convergence of products of limitless random matrixes are obtained and then the properties of the limit of the transition probability of Markov chains in random environment are obtained.These properties demonstrate that some wrong assertions are also presented in some literatures.