2 papers
eess.SP2023
Novel Nonlinear Neural-Network Layers for High Performance and Generalization in Modulation-Recognition Applications
John A. Snoap, Dimitrie C. Popescu, Chad M. Spooner
The paper presents a novel type of capsule network (CAP) that uses custom-defined neural network (NN) layers for blind classification of digitally modulated signals using their in-…
eess.SP2023
On Deep Learning Classification of Digitally Modulated Signals Using Raw I/Q Data
John A. Snoap, Dimitrie C. Popescu, Chad M. Spooner
The paper considers the problem of deep-learning-based classification of digitally modulated signals using I/Q data and studies the generalization ability of a trained neural netwo…