Rapid nuclide identification algorithm based on convolutional neural network

•The proposed algorithm is based on the convolution neural network and Hilbert-curve transformation.•CNN method has more focus on the adjacent information to each channel, which can identify the drifted spectra.•Compare with different machine learning model, the CNN method has high accuracy and stability for low level spectrum.