By applying an extended dynamic colonal selection (DynamiCS) approach and the niching technique, this paper presents a maturation detector evolution algorithm to improve the diversity and efficiency of the detectors. The experimental results show that the dynamic colonal selection algorithm with the niching technique can detect exactly the known anal unknown attacks.