intelligent lightning recognition device based on a convolutional neural network

An intelligent lightning recognition device based on a convolutional neural network comprises an input end used for inputting lightning waveform data to be recognized, the lightning waveform data being a one-dimensional array sequence; The first convolutional layer is connected with the input end an...

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Bibliographic Details
Main Authors MA MING, LIU GUOJIN, PENG CHANGZHI, WANG ZHONGRU, WAN ZERUN, LIU FEIFAN, ZHU BAOYOU, WANG WENWEI
Format Patent
LanguageChinese
English
Published 31.05.2019
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Summary:An intelligent lightning recognition device based on a convolutional neural network comprises an input end used for inputting lightning waveform data to be recognized, the lightning waveform data being a one-dimensional array sequence; The first convolutional layer is connected with the input end and is used for preliminarily extracting characteristic vectors of lightning waveform data; The intermediate processing layer is connected with the first convolution layer and is used for further extracting feature vectors of the lightning waveform data and reducing the dimensions of the feature vectors; The global maximum pooling layer is connected with the intermediate processing layer and is used for reducing the feature vector of the lightning waveform data extracted by the intermediate processing layer to one dimension; The full connection layer is connected with the global maximum pooling layer and is used for integrating the global maximum pooling layer to reduce a one-dimensional feature vector; And the outpu
Bibliography:Application Number: CN201910063540