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In this paper, a gene immune detection algorithm with complement operator in the artificial immune system is proposed. Such problems as gene detection, immune memory and niching strategy in the algorithms are discussed. Application on the area of anomaly detection is considered. Shown by simulation experiments, the algorithm joined vaccine operator and complement operator improves the problem of hole and keeps variety of antibodies. And its detecting time is also decreased obviously.