It is evident that monitoring and controlling the spectrum resource usage will become a critical task in order to improve and regulate the radio spectrum utilization. However, monitoring the spectrum use in such a complex wireless system requires dedicated sensing over a wide frequency range.

Extracting meaningful information about the spectrum usage from massive and complex spectrum datasets requires sophisticated and advanced algorithms such as deep learning CNN’s.