Entropy rate test method based on deep learning
A technology of deep learning and testing methods, applied in the fields of information security and random number generators, can solve problems such as inability to apply unknown behavior and multivariate sequence entropy evaluation, algorithm complexity explosion, large time complexity, etc., reaching the limit Less, high accuracy, widely used effect
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[0022] Such as Figure 1 to Figure 4 As shown, the entropy rate testing method based on deep learning provided by the present invention collects the random data generated by the entropy source to obtain the original data, the rate at which the entropy source generates random data is v, the original data is standardized in the form of M-bit integers, and supervised learning The methods are permuted and labeled and divided into three groups, including training set, validation set and test set. Collect the random numbers output by the entropy source and perform supervised learning to arrange the marks, divide the data into training set, verification set and test set, and connect the training set and verification set as input to the deep learning model, which is based on LSTM and attention mechanism The deep learning model includes one-hot encoding layer, LSTM layer, attention mechanism layer and fully connected layer. By calculating the loss function and gradient training model,...
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