Enhancing automatic modulation recognition for iot applications using transformers

N Rashvand, K Witham, G Maldonado, V Katariya… - IoT, 2024 - mdpi.com
Automatic modulation recognition (AMR) is vital for accurately identifying modulation types
within incoming signals, a critical task for optimizing operations within edge devices in IoT …

Utilizing terrain-generation to derive realistic channel models for automatic modulation recognition

KL Witham, NM Prabhu, A Sultan… - Synthetic Data for …, 2024 - spiedigitallibrary.org
Automatic Modulation Recognition (AMR) is an important part of spectrum management.
Existing work and datasets focus on variety in the modulations transmitted and only apply …

Deep Convolutional Neural Network Architecture with Wireless Domain-specific FIR Layers for Modulation Classification

KL Witham - 2022 - search.proquest.com
Deep learning techniques have been shown to outperform traditional techniques for
classifying radio signals. However, most deep learning techniques for wireless applications …