基于混合深度学习的电动汽车充放电系统通信协议辨识方法研究OA北大核心CSTPCD

The electric vehicle(EV)charging and discharging system is an important guarantee for the safe charging and discharging of the new energy vehicles(NEVs),so a communication protocol identification method based on hybrid deep learning for the EV charging and discharging system is proposed to cope with the communication protocol identification of the system.In this method,the communication protocol data features are extracted by the deep learning network(DLN),and the generalization ability of this network is improved by introducing norm l1/2,so as to achieve high-precision identification of the communication protocols of the EV charging and discharging system.The simulation results show that the overall accuracy(OA)of the hybrid deep learning network for the identification of different protocols of the EV charging and discharging system reaches 97.68%,which indicates the effectiveness of the communication protocol identification method for the EV charging and discharging system based on hybrid deep learning.