Traditional intrusion detection systems always have such problems as distortion and leakage. To solve these problems, this paper puts forward a new intrusion detection system which could combine misuse detection and anomaly detection. The system is based on neural network ensemble and it uses D-S evidence theory to combine the two intrusion detection technologies. The paper also expatiates on the main structure of the intrusion detection system and the composing module designation.