Research Article

Research on DUAL-ADGAN Model for Anomaly Detection Method in Time-Series Data

Algorithm 2

DUAL-ADGAN anomaly detection network model pseudo-code
(1)Function Anomaly detection ;
Input: Time-series data sliced by sliding window x, Noise vector z, trained P models
Output: Anomalous data
(2)For i = 1, …, n do
(3)For k = 1, …, k do
(4)  Feed the noise vector z into the generator to generate the data
(5)  Calculate , update
(6) Calculate
(7) Calculate
(8)
(9)Calculate dynamic threshold
(10)If
(11)Return
(12)end