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Deep Learning Approaches to Radio Map Estimation (open access)

Deep Learning Approaches to Radio Map Estimation

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
System: The UNT Digital Library