7 citations · 14 across the 11 of their papers we have counts for
12 papers
Energy-Efficient Multi-Radio Microwave and IAB-Based Fixed Wireless Access for Rural Areas
Anselme Ndikumana, Kim Khoa Nguyen, Adel Larabi +1
Deploying fiber optics as a last-mile solution in rural areas is not economically viable due to low population density. Nevertheless, providing high-speed internet access in these…
Digital Twin Backed Closed-Loops for Energy-Aware and Open RAN-based Fixed Wireless Access Serving Rural Areas
Anselme Ndikumana, Kim Khoa Nguyen, Mohamed Cheriet
Internet access in rural areas should be improved to support digital inclusion and 5G services. Due to the high deployment costs of fiber optics in these areas, Fixed Wireless Acce…
Small Contributions, Small Networks: Efficient Neural Network Pruning Based on Relative Importance
Mostafa Hussien, Mahmoud Afifi, Kim Khoa Nguyen +1
Recent advancements have scaled neural networks to unprecedented sizes, achieving remarkable performance across a wide range of tasks. However, deploying these large-scale models o…
Federated Learning Assisted Deep Q-Learning for Joint Task Offloading and Fronthaul Segment Routing in Open RAN
Anselme Ndikumana, Kim Khoa Nguyen, Mohamed Cheriet
Offloading computation-intensive tasks to edge clouds has become an efficient way to support resource constraint edge devices. However, task offloading delay is an issue largely du…
Age of Processing-Based Data Offloading for Autonomous Vehicles in Multi-RATs Open RAN
Anselme Ndikumana, Kim Khoa Nguyen, Mohamed Cheriet
Today, vehicles use smart sensors to collect data from the road environment. This data is often processed onboard of the vehicles, using expensive hardware. Such onboard processing…
Evolution of MAC Protocols in the Machine Learning Decade: A Comprehensive Survey
Mostafa Hussien, Islam A. T. F. Taj-Eddin, Mohammed F. A. Ahmed +3
The last decade, (2012 - 2022), saw an unprecedented advance in machine learning (ML) techniques, particularly deep learning (DL). As a result of the proven capabilities of DL, a l…
Two-level Closed Loops for RAN Slice Resources Management Serving Flying and Ground-based Cars
Anselme Ndikumana, Kim Khoa Nguyen, Mohamed Cheriet
Flying and ground-based cars require various services such as autonomous driving, remote pilot, infotainment, and remote diagnosis. Each service requires specific Quality of Servic…
A Learning Framework for Bandwidth-Efficient Distributed Inference in Wireless IoT
Mostafa Hussien, Kim Khoa Nguyen, Mohamed Cheriet
In wireless Internet of things (IoT), the sensors usually have limited bandwidth and power resources. Therefore, in a distributed setup, each sensor should compress and quantize th…
PRVNet: A Novel Partially-Regularized Variational Autoencoders for Massive MIMO CSI Feedback
Mostafa Hussien, Kim Khoa Nguyen, Mohamed Cheriet
In a multiple-input multiple-output frequency-division duplexing (MIMO-FDD) system, the user equipment (UE) sends the downlink channel state information (CSI) to the base station t…
Session-based Communication for Vital Machine-to-Machine Applications
Marc-Olivier Arsenault, Hanen Garcia Gamardo, Kim-Khoa Nguyen +1
Although the machine to machine (M2M) communication has been emerging in recent years, many vendors' specific proprietary solutions are not suitable for vital M2M applications. Whi…
Micro Service Cloud Computing Pattern for Next Generation Networks
Pascal Potvin, Mahdy Nabaee, Fabrice Labeau +2
The falling trend in the revenue of traditional telephony services has attracted attention to new IP based services. The IP Multimedia System (IMS) is a key architecture which prov…
Hyper Heterogeneous Cloud-based IMS Software Architecture: A Proof-of-Concept and Empirical Analysis
Pascal Potvin, Hanen Garcia Gamardo, Kim-Khoa Nguyen +1
The IP Multimedia Subsystem (IMS) defined by the 3GPP has been mainly developed and deployed by telephony vendors on vendor-specific hardware. Recent advances in Network Function V…