DeepWiFi: Cognitive WiFi with Deep Learning

no code implementations • 29 Oct 2019 • Kemal Davaslioglu, Sohraab Soltani, Tugba Erpek, Yalin E. Sagduyu

We present the DeepWiFi protocol, which hardens the baseline WiFi (IEEE 802. 11ac) with deep learning and sustains high throughput by mitigating out-of-network interference.

Real-Time and Embedded Deep Learning on FPGA for RF Signal Classification

no code implementations • 13 Oct 2019 • Sohraab Soltani, Yalin E. Sagduyu, Raqibul Hasan, Kemal Davaslioglu, Hongmei Deng, Tugba Erpek

We designed and implemented a deep learning based RF signal classifier on the Field Programmable Gate Array (FPGA) of an embedded software-defined radio platform, DeepRadio, that classifies the signals received through the RF front end to different modulation types in real time and with low power.

General Classification