The Importance of Being Earnest: Performance of Modulation Classification for Real RF Signals

no code implementations • 17 Sep 2018 • Colin de Vrieze, Ljiljana Simić, Petri Mähönen

In this paper we study the performance of DMC in real-world wireless networks, using an extensive RF signal dataset of 250, 000 over-the-air transmissions with heterogeneous transceiver hardware and co-channel interference.

General Classification

Cooperative Multi-Agent Reinforcement Learning for Low-Level Wireless Communication

no code implementations • 14 Jan 2018 • Colin de Vrieze, Shane Barratt, Daniel Tsai, Anant Sahai

Traditional radio systems are strictly co-designed on the lower levels of the OSI stack for compatibility and efficiency.

Multi-agent Reinforcement Learning reinforcement-learning +1