Aiming at the time-consuming problem of full-wave (FW) simulation scattering characteristics traditional graphene reconfigurable reflectarray antenna, a fast prediction method electromagnetic (EM) response based on deep learning is proposed. The convolutional neural network (CNN) in effectively used research this paper. This first discretizes input vector (patch geometry, chemical potential, fr...