Explainable AI for Enhancing Efficiency of DL-Based Channel Estimation
Published by
IEEE Transactions on Machine Learning in Communications and Networking
Summary
journal-article
About
Received his Ph.D. degree in telecommunications engineering in 2021 from Cergy Paris CY University in France. His Master's and bachelor's degrees in computer and communication engineering in 2017 and 2015, both from IUL university in Lebanon. His master thesis was conducted in collaboration with the Lebanese National Council for Scientific Research (CNRS). During 2020 he has been a visiting researcher at Vodafone Chair Mobile Communications Systems, Technical University of Dresden - Germany. Moreover, he has an active research collaboration with Technical University of Chemnitz - Germany, National Institute of Telecommunications (Inatel) - Brazil, New York University (NYU) - Abu Dhabi, CNRS - Lebanon. His research interests include vehicular communications, channel estimation in doubly dispersive channels, and artificial intelligence for wireless communications and image processing. He is currently a post-doctoral researcher at ETIS laboratory (UMR8051) which is a joint research unit between ENSEA, CY University, and CNRS in France.
Work
Ecole Nationale Supérieure de l'Electronique et de ses Applications
|Postdoctoral Researcher
France
→
Education
CY Cergy Paris University
France
→
Ph.D. in Telecommunication Engineering
Publications
Towards Explainable AI for Channel Estimation in Wireless Communications
Published by
IEEE Transactions on Vehicular Technology
Summary
journal-article
RNN Based Channel Estimation in Doubly Selective Environments
Published by
IEEE Transactions on Machine Learning in Communications and Networking
Summary
journal-article
Deep Neural Network Augmented Wireless Channel Estimation for Preamble-Based OFDM PHY on Zynq System on Chip
Published by
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Summary
journal-article
A Survey on Deep Learning Based Channel Estimation in Doubly Dispersive Environments
Published by
IEEE Access
Summary
journal-article
Low Complex Methods for Robust Channel Estimation in Doubly Dispersive Environments
Published by
IEEE Access
Summary
journal-article
Temporal Averaging LSTM-based Channel Estimation Scheme for IEEE 802.11p Standard
Summary
conference-paper
Advanced Linear and Deep Learning based Channel Estimation Techniques in Doubly Dispersive Environments
Summary
dissertation-thesis
CNN Aided Weighted Interpolation for Channel Estimation in Vehicular Communications
Published by
IEEE Transactions on Vehicular Technology
Summary
journal-article
MUSA Grant-Free Access Framework and Blind Detection Receiver
Published by
Journal of Communication and Information Systems
Summary
journal-article
Joint TRFI and Deep Learning for Vehicular Channel Estimation
Published by
2020 IEEE Globecom Workshops (GC Wkshps
Summary
conference-paper
Adaptive Channel Estimation based on Deep Learning
Published by
2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)
Summary
conference-paper
Enhancing Least Square Channel Estimation Using Deep Learning
Published by
2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring)
Summary
conference-paper
Deep Learning Based Channel Estimation Schemes for IEEE 802.11p Standard
Published by
IEEE Access
Summary
journal-article
Building shadow detection based on multi-thresholding segmentation
Published by
Signal, Image and Video Processing
Summary
journal-article
Autonomous Vehicle Detection and Classification in High Resolution Satellite Imagery
Published by
2018 International Arab Conference on Information Technology (ACIT)
Summary
conference-paper
Autonomous Building Detection Using Edge Properties and Image Color Invariants
Published by
Buildings
Summary
journal-article
Post-War Building Damage Detection
Published by
Proceedings
Summary
conference-paper