5 papers
Physics-informed VAE-EVT for Tail Aware Radio Map Prediction
Amanda Sheron Gamage, Niloofar Mehrnia, James Gross
Ultra-reliable low-latency communication (URLLC) requires precise identification of spatial regions where the signal-to-noise ratio (SNR) falls below an outage threshold. In this c…
AI-Based KPI Prediction Methods in Future 6G Networks: A Survey
Niloofar Mehrnia, Gourav Prateek Sharma, Samie Mostafavi +4
The evolution from 5G to 5G-Advanced and the vision of 6G demand unprecedented levels of network performance, in which meeting stringent network Key Performance Indicators (KPIs),…
Predictability of Performance in Communication Networks Under Markovian Dynamics
Samie Mostafavi, Simon Egger, György Dán +1
With the emergence of time-critical applications in modern communication networks, there is a growing demand for proactive network adaptation and quality of service (QoS) predictio…
Probabilistic Delay Forecasting in 5G Using Recurrent and Attention-Based Architectures
Samie Mostafavi, Gourav Prateek Sharma, Ahmad Traboulsi +1
With the emergence of new application areas such as cyber-physical systems and human-in-the-loop applications ensuring a specific level of end-to-end network latency with high reli…
A Proof of Concept Resource Management Scheme for Augmented Reality Applications in 5G Systems
Panagiotis Nikolaidis, Samie Mostafavi, James Gross +1
Augmented reality applications are bitrate intensive, delay-sensitive, and computationally demanding. To support them, mobile edge computing systems need to carefully manage both t…