Signal identification attack defense method based on generative adversarial network
A network attack, generative technology, applied in biological neural network models, wireless communication, electrical components, etc., can solve problems such as adversarial attacks, signal transmission security risks, security risks, etc.
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[0055] The present invention will be further described below in conjunction with the drawings.
[0056] Reference Figure 1 ~ Figure 4 , A defense method based on generative countermeasures against network attacks, including the following steps:
[0057] 1) Use long and short-term memory network (LSTM) to build a suitable generative adversarial network structure GAN.
[0058] Among them, the generative confrontation network structure built by LSTM, referred to as GAN. It includes a generative model G for outputting adversarial samples based on benign input samples and a discriminant model D for judging the authenticity of input adversarial samples. The network complexity of the generated model and the discriminant model should be as similar as possible to ensure that the maximum game training effect can be achieved during the mutual training of the dual models.
[0059] Because the generative confrontation network adopts the idea of zero-sum game in game theory, the generative net...
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