activity
20102022
most citedLearning Equilibria with Partial Information in Decentralized Wireless Networks

105 citations · 190 across the 9 of their papers we have counts for

collaborators

11 papers

cs.IT2022★ 3 cited

Design of an Efficient CSI Feedback Mechanism in Massive MIMO Systems: A Machine Learning Approach using Empirical Data

Muhammad Karam Shehzad, Luca Rose, Stefan Wesemann +2

Massive multiple-input multiple-output (mMIMO) regime reaps the benefits of spatial diversity and multiplexing gains, subject to precise channel state information (CSI) acquisition…

eess.SP2022

Real-Time Massive MIMO Channel Prediction: A Combination of Deep Learning and NeuralProphet

Muhammad Karam Shehzad, Luca Rose, Muhammad Furqan Azam +1

Channel state information (CSI) is of pivotal importance as it enables wireless systems to adapt transmission parameters more accurately, thus improving the system's overall perfor…

eess.SP2022★ 80 cited

Artificial Intelligence for 6G Networks: Technology Advancement and Standardization

Muhammad K. Shehzad, Luca Rose, M. Majid Butt +3

With the deployment of 5G networks, standards organizations have started working on the design phase for sixth-generation (6G) networks. 6G networks will be immensely complex, requ…

eess.SP2021

A Novel Algorithm to Report CSI in MIMO-Based Wireless Networks

Muhammad Karam Shehzad, Luca Rose, Mohamad Assaad

In wireless communication, accurate channel state information (CSI) is of pivotal importance. In practice, due to processing and feedback delays, estimated CSI can be outdated, whi…

eess.SP2021

Dealing with CSI Compression to Reduce Losses and Overhead: An Artificial Intelligence Approach

Muhammad Karam Shehzad, Luca Rose, Mohamad Assaad

Motivated by the issue of inaccurate channel state information (CSI) at the base station (BS), which is commonly due to feedback/processing delays and compression problems, in this…

cs.IT2021

Uplink Beam Management for Millimeter Wave Cellular MIMO Systems with Hybrid Beamforming

George C. Alexandropoulos, Ioanna Vinieratou, Mattia Rebato +2

Hybrid analog and digital BeamForming (HBF) is one of the enabling transceiver technologies for millimeter Wave (mmWave) Multiple Input Multiple Output (MIMO) systems. This technol…