Abstract: The main issues of the Ensemble Prediction System (EPS) are presented, such as ensemble prediction concepts, the structure of an EPS, approaches for generating initial perturbation, interpretation and application schemes of EPS outputs. The recent advancements and progresses of the operational implementation and research results of EPS are systematically summarized, as well as the projects of EPS development in the developed countries.