Deep Learning Approaches to Radio Map Estimation
Description:
Radio map estimation (RME) is the task of predicting radio power at all locations in a two-dimensional area and at all frequencies in a given band. This thesis explores four deep learning approaches to RME: dual path autoencoders, skip connection autoencoders, diffusion, and joint learning with transmitter localization.
Date:
July 2023
Creator:
Locke IV, William Alexander