Publications (7)
Data-Driven Online Slice Admission Control and Resource Allocation in NextG Mobile Networks
Muhammad Sulaiman, Bo Sun, Mohammad Ali Salahuddin +2
Virtualization in 5G and beyond networks enables the creation of virtual networks (i.e., network slices) tailored to the needs of different applications. To maximize revenue under…
A Seed-based Plant Propagation Algorithm: The Feeding Station Model
Muhammad Sulaiman, Abdellah Salhi
The seasonal production of fruit and seeds resembles opening a feeding station, such as a restaurant agents/ customers will arrive at a certain rate and pick fruit (get served) at…
Data-driven Online Slice Admission Control and Resource Allocation for 5G and Beyond Networks
Muhammad Sulaiman, Bo Sun, Mohammad Ali Salahuddin +2
Virtualization in 5G and beyond networks allows the creation of virtual networks, or network slices, tailored to meet the requirements of various applications. However, this flexib…
Precision in Building Extraction: Comparing Shallow and Deep Models using LiDAR Data
Muhammad Sulaiman, Mina Farmanbar, Ahmed Nabil Belbachir +1
Building segmentation is essential in infrastructure development, population management, and geological observations. This article targets shallow models due to their interpretable…
Generalizable Resource Scaling of 5G Slices using Constrained Reinforcement Learning
Muhammad Sulaiman, Mahdieh Ahmadi, Mohammad A. Salahuddin +2
Network slicing is a key enabler for 5G to support various applications. Slices requested by service providers (SPs) have heterogeneous quality of service (QoS) requirements, such…
MicroOpt: Model-driven Slice Resource Optimization in 5G and Beyond Networks
Muhammad Sulaiman, Mahdieh Ahmadi, Bo Sun +4
A pivotal attribute of 5G networks is their capability to cater to diverse application requirements. This is achieved by creating logically isolated virtual networks, or slices, wi…