The invention discloses a
radar high-resolution range profile target identification method based on a one-dimensional
convolutional neural network. The
radar high-resolution range profile target identification method comprises the steps of: determining Q different radars, wherein a target exists within detection ranges of the Q different radars, acquiring high-resolution
radar echoes of the Q different radars, then acquiring Q-type high-resolution range
imaging data from the high-resolution radar echoes of the Q different radars, dividing the Q-type high-resolution range
imaging data into a training sample set and a
test sample set, and recording the Q-type high-resolution range
imaging data as
original data x; calculating to obtain data x'' ' after mean normalization
processing accordingto the
original data x; setting a one-dimensional
convolutional neural network model, and constructing the one-dimensional
convolutional neural network model by using the training sample set and the data x'' ' after mean normalization
processing, so as to obtain a trained convolutional neural network; and performing target identification on the trained convolutional neural network by using the
test sample set, so as to obtain a radar high-resolution range profile target identification result based on the one-dimensional convolutional neural network.