5 papers
Energy Consumption Reduction for UAV Trajectory Training : A Transfer Learning Approach
Chenrui Sun, Swarna Bindu Chetty, Gianluca Fontanesi +4
The advent of 6G technology demands flexible, scalable wireless architectures to support ultra-low latency, high connectivity, and high device density. The Open Radio Access Networ…
Multi-Objective Deep Reinforcement Learning for 5G Base Station Placement to Support Localisation for Future Sustainable Traffic
Ahmed Al-Tahmeesschi, Jukka Talvitie, Miguel López-Benítez +2
Millimeter-wave (mmWave) is a key enabler for next-generation transportation systems. However, in an urban city scenario, mmWave is highly susceptible to blockages and shadowing. T…
Joint Network Lifetime Maximization and Relay Selection Design in Underwater Acoustic Sensor Networks
Z. Mohammadi, M. Soleimanpour-Moghadam, S. Talebi +1
The paper proposes a new approach to minimize the number of relays while maximizing the lifetime of underwater acoustic sensor networks (UASNs). This involves formulating the relay…
Dynamic Prioritization and Adaptive Scheduling using Deep Deterministic Policy Gradient for Deploying Microservice-based VNFs
Swarna B. Chetty, Hamed Ahmadi, Avishek Nag
The Network Function Virtualization (NFV)-Resource Allocation (RA) problem is NP-Hard. Traditional deployment methods revealed the existence of a starvation problem, which the rese…
A Dynamic Embedding Algorithm for Wireless Network Virtualization
Jonathan van de Belt, Hamed Ahmadi, Linda E. Doyle
Wireless network virtualization enables multiple virtual wireless networks to coexist on shared physical infrastructure. However, one of the main challenges is the problem of assig…