36 citations · 51 across the 7 of their papers we have counts for
7 papers · 1 filter
RL-Loop: Reinforcement Learning-Driven Real-Time 5G Slice Control for Connected and Autonomous Mobility Services
Lara Tarkh, Ali Chouman, Hanan Lutfiyya +1
Smart and connected mobility systems rely on 5G edge infrastructure to support real-time communication, control, and service differentiation. Achieving this requires adaptive resou…
Semantic Routing for Enhanced Performance of LLM-Assisted Intent-Based 5G Core Network Management and Orchestration
Dimitrios Michael Manias, Ali Chouman, Abdallah Shami
Large language models (LLMs) are rapidly emerging in Artificial Intelligence (AI) applications, especially in the fields of natural language processing and generative AI. Not limit…
A Modular, End-to-End Next-Generation Network Testbed: Towards a Fully Automated Network Management Platform
Ali Chouman, Dimitrios Michael Manias, Abdallah Shami
Experimentation in practical, end-to-end (E2E) next-generation networks deployments is becoming increasingly prevalent and significant in the realm of modern networking and wireles…
Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks
Dimitrios Michael Manias, Ali Chouman, Abdallah Shami
The integration of Machine Learning and Artificial Intelligence (ML/AI) into fifth-generation (5G) networks has made evident the limitations of network intelligence with ever-incre…
An NWDAF Approach to 5G Core Network Signaling Traffic: Analysis and Characterization
Dimitrios Michael Manias, Ali Chouman, Abdallah Shami
Data-driven approaches and paradigms have become promising solutions to efficient network performances through optimization. These approaches focus on state-of-the-art machine lear…
A Model Drift Detection and Adaptation Framework for 5G Core Networks
Dimitrios Michael Manias, Ali Chouman, Abdallah Shami
The advent of Fifth Generation (5G) and beyond 5G networks (5G+) has revolutionized the way network operators consider the management and orchestration of their networks. With an i…
Towards Supporting Intelligence in 5G/6G Core Networks: NWDAF Implementation and Initial Analysis
Ali Chouman, Dimitrios Michael Manias, Abdallah Shami
Wireless networks, in the fifth-generation and beyond, must support diverse network applications which will support the numerous and demanding connections of today's and tomorrow's…