In this work, an augmented hybrid immune detector maturation algorithm applied in anomaly detection is proposed. In order to improve the generalization capability, the DeJong’s gene expression is used. Experiment results show the algorithm is more effective than other algorithms with binary string expression. Key-Words: Artificial immune system, generalization capability, hybrid immune detector