no code implementations • 14 Feb 2020 • Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek, Hosein Nikopour
We propose a mechanism for distributed resource management and interference mitigation in wireless networks using multi-agent deep reinforcement learning (RL).
no code implementations • 20 Jun 2019 • Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek, Hosein Nikopour, Shilpa Talwar
Interference among concurrent transmissions in a wireless network is a key factor limiting the system performance.
no code implementations • 7 May 2015 • Meryem Simsek, Mehdi Bennis, Ismail Güvenc
The use of small cell deployments in heterogeneous network (HetNet) environments is expected to be a key feature of 4G networks and beyond, and essential for providing higher user throughput and cell-edge coverage.