DNN-Assisted Cooperative Localization in Vehicular Networks

Jewon Eom, Hyowon Kim, Sang Hyun Lee, Sunwoo Kim
2019 Energies  
This work develops a deep-learning-based cooperative localization technique for high localization accuracy and real-time operation in vehicular networks. In cooperative localization, the noisy observation of the pairwise distance and the angle between vehicles causes nonlinear optimization problems. To handle such a nonlinear optimization task at each vehicle, a deep neural network (DNN) technique is to replace a cumbersome solution of nonlinear optimization along with the saving of the
more » ... ional loads. Simulation results demonstrate that the proposed technique attains some performance gain in localization accuracy and computational complexity as compared to existing cooperative localization techniques.
doi:10.3390/en12142758 fatcat:7ferhh5zbzhszauaoovt5baffu