A speaker-dependent Chinese speech recognition system based on improved SEVQ matching algorithm is presented. The overall plan of the system, the choosing method of the system's parameters、methods of recognition preprocessing、principles and methods of speech mode matching are described particularly. The system's real-time recognition rate is over 93%.