04-04-2023 дата публикации
Номер: CN115913367A
Принадлежит:
The invention relates to a nonlinear equalization system and method based on a complex number neural network, when coherent detection of a received signal is carried out, the received signal is equalized by combining frequency offset estimation (FOE), carrier phase recovery (CPR) and the complex number neural network, the carrier phase recovery is realized based on a Viterbi-Viterbi algorithm, and meanwhile, the complex number neural network provided by the invention can be used for carrying out coherent detection on the received signal. An input value, a neural node and an output value are complex numbers, and in a wireless channel equalization network, a CReLU activation function is used for complex value calculation for the first time. Compared with the prior art, the method is suitable for a complex signal generated by a QAM modulation format or coherent detection, the bit error rate performance more reliable than that of a real number neural network is achieved, and the method has ...
Подробнее