The ergodic statistics property of chaos sequence generated by logistic map is discussed. The relevance of auto-covariance and bi-cross-covariance in random process of chaos sequences is analyzed quantitativly. Finally the convergence of chaos optimization is proved. The properties determine the overall merits of chaos optimization and provide theoretical guidance for chaos searching.