Research Article

Design and Performance Evaluation of a Deep Neural Network for Spectrum Recognition of Underwater Targets

Table 3

The structure and parameters of the proposed CNN.

Single-channel dataset CNN
Layer typeKernel numberKernel sizeOutput shape

Input1 × 2048
Conv_1D41 × 54 × 2048
MaxPooling1D11 × 44 × 512
Conv_1D51 × 35 × 512
MaxPooling1D11 × 45 × 128
Flatten1 × 640
Dense641 × 64
Output71 × 7