In this paper, we conduct a comprehensive review of the field of optical neural networks, summarize and analyze the research results in this field, and propose some possible future research directions. Also, we select Semiconductor Optical Amplifier (SOA) to carry out the simulation experiment of a neural network, apply the SOA model in the handwritten digital recognition experiment, and the accuracy of recognization achieve 92%, proposing the possibility of photoelectric fusion.