Electroencephalogram sleep staging method based on deep convolutional neural network
A neural network and deep convolution technology, applied in the field of EEG sleep staging based on deep convolutional neural network, can solve problems such as the need to improve the accuracy
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[0069] Embodiments of the present invention will be described in detail below. It should be emphasized that the following description is only exemplary and not intended to limit the scope of the invention and its application.
[0070] refer to figure 1 , the embodiment of the present invention proposes an EEG sleep staging method based on a deep convolutional neural network, comprising the following steps:
[0071] S1. Collect the sleep signal of the subject and extract the multi-conductor EEG signal;
[0072] S2. Perform data preprocessing on the EEG signal;
[0073] S3. Construct and train an end-to-end deep convolutional neural network classifier;
[0074] S4. Using the deep convolutional neural network classifier to perform EEG sleep staging.
[0075] In some embodiments of the present invention, the method proposed by the embodiments of the present invention uses a deep convolutional neural network on the original EEG samples to perform supervised learning of sleep st...
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