80 citations · 92 across the 7 of their papers we have counts for
8 papers
DL-AMC: Deep Learning for Automatic Modulation Classification
Faheem Ur Rehman, Qamar Abbas, M. Karam Shehzad
Automatic Modulation Classification (AMC) is a signal processing technique widely used at the physical layer of wireless systems to enhance spectrum utilization efficiency. In this…
Massive MIMO CSI Feedback using Channel Prediction: How to Avoid Machine Learning at UE?
Muhammad Karam Shehzad, Luca Rose, Mohamad Assaad
In the literature, machine learning (ML) has been implemented at the base station (BS) and user equipment (UE) to improve the precision of downlink channel state information (CSI).…
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…
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…
Smart Channel State Information Pre-processing for Joint Authentication and Secret Key Distillation
Muralikrishnan Srinivasan, Sotiris Skaperas, Arsenia Chorti +3
While the literature on RF fingerprinting-based authentication and key distillation is vast, the two topics have customarily been studied separately. In this paper, starting from t…
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…
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 In practice, due to processing and feedback delays, estimated CSI can be outdated, whi…
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…