Industrial control system anomaly detection method and device, server and storage medium
An industrial control system and training method technology, applied in the computer field, can solve the problem of low detection accuracy of anomaly detection methods, and achieve the effects of avoiding dimension explosion, improving accuracy, high accuracy and recall
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[0046] In order to solve the technical problem of high false positive rate in the multi-type attack detection system applied to the physical level existing in the prior art, in the embodiment of the present application, a stacked denoising autoencoder (Stacked DenoiseAutoEncoder, SDA) is used to The level of traffic is used for feature learning and dimensionality reduction. After expanding the dependency between features, it is input into a model that combines 1D_CNN with a residual module and GRU. After obtaining the predicted features, it calculates the statistical deviation from the actual features, and judges according to the size of the deviation value. Whether the system is abnormal. The problem of high false positive rate of the multi-type attack detection system currently applied on the physical level is solved. Among them, the false positive rate: in the set of actual observed traffic is normal traffic, the probability that the model predicts that it is abnormal. Hig...
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