Training Data Augmentation for Deep Learning Radio Frequency Systems

no code implementations • 1 Oct 2020 • William H. Clark IV, Steven Hauser, William C. Headley, Alan J. Michaels

Looking into the Radio Frequency Machine Learning (RFML) field of Automatic Modulation Classification (AMC) as an example of a tool used for situational awareness, the use of synthetic, captured, and augmented data are examined and compared to provide insights about the quantity and quality of the available data necessary to achieve desired performance levels.

Data Augmentation