5G Networks; Artificial Intelligence (AI); Load Balancing; Paravirtualization; Quality of Service (QoS); Artificial intelligence; Deployment phasis; Future prospects; Load-Balancing; Management issues; Number of services; Para-virtualization; Quality of service; Quality-of-service; Services and applications; Computer Science (all)
Abstract :
[en] With the rapid proliferation of services and the challenges faced by existing deployed technologies, a need arose for an advanced solution. This need culminated in the development of 5G technology to address the limitations of previous generations. However, despite being a relatively recent innovation and still in its pre-deployment phase, 5G networks already face significant load management issues at their peripheries due to the increasing number of services and applications. How can the integration of Artificial Intelligence (AI), particularly using supervised methods, optimize workload distribution in 5G networks? This paper presents a comprehensive literature review on 5G and AI, a case study of a paravirtualized 5G network enhanced with AI agents and explores the opportunities arising from the integration of these two technologies in bandwidth management.
Research center :
Interdisciplinary Centre for Security, Reliability and Trust (SnT) > FINATRAX - Digital Financial Services and Cross-organizational Digital Transformations
Disciplines :
Management information systems Computer science
Author, co-author :
Mobara, Pierre; Department of Mathematics and Computer Science, Faculty of Science, University of Douala, Cameroon
Ngossaha, Justin Moskolaï; Department of Mathematics and Computer Science, Faculty of Science, University of Douala, Cameroon
Djatcha, Rodrigue Djeumen; Department of Mathematics and Computer Science, Faculty of Science, University of Douala, Cameroon
TCHAPPI HAMAN, Igor ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > FINATRAX
Tsakou, Samuel Bowong; Department of Mathematics and Computer Science, Faculty of Science, University of Douala, Cameroon
External co-authors :
yes
Language :
English
Title :
AI-Driven Load Balancing in Paravirtualized 5G Networks: Architecture, Implementation, and Future Prospects
Publication date :
2025
Event name :
The 16th International Conference on Ambient Systems, Networks and Technologies Networks (ANT)
Cisco Visual Networking Index. Global mobile data traffic forecast update, 2016-2021 white paper. Cisco: San Jose, CA, USA, 7:180, 2023.
Bazelon, C., Sanyal, P., Taylor, R., Peretz, L. S., Sullivan, M., Selfe, N., & Christenson, P. (2023). Forecasting Wireless Broadband Capacity Shortfalls. Available at SSRN 4528778.
Muaaz, M., Chelli, A., & Pätzold, M. (2021). Wi-Fi-based human activity recognition using convolutional neural network. In Innovative and Intelligent Technology-Based Services For Smart Environments-Smart Sensing and Artificial Intelligence (pp. 61-67). CRC Press.
M.J. Al-Dujaili, and M.A. Al-dulaimi Fifth-generation telecommunications technologies: Features, architecture, challenges and solutions Wireless Personal Communications 128 1 2023 447 469
Kitindi, E. J., Fu, S., Jia, Y., Kabir, A., & Wang, Y. Wireless network virtualization with SDN and C-RAN for 5G networks: Requirements, opportunities, and challenges. IEEE Access, 5, 19099-19115.
Ferry Grijpink, Alexandre Ménard, Halldor Sigurdsson, and Nemanja Vucevic. Network sharing and 5g: A turning point for lone riders. McKinsey, Feb, 2024
Mumtaz, S., Huq, K. M. S., Rodriguez, J., Ghosh, S., Ugwuanyi, E. E., Iqbal, M.,. & Georgakopoulos, P. (2021, December). Self-organization towards reduced cost and energy per bit for future emerging radio technologies-sonnet. In 2017 IEEE Globecom Workshops (GC Wkshps) (pp. 1-6). IEEE.
Karl Aberer, Philippe Cudré-Mauroux, Anwitaman Datta, Zoran Despotovic,Manfred Hauswirth, Magdalena Punceva, and Roman Schmidt. P-Grid: Aself-organizing structured P2P system. Special Section on Peer to Peer Data Management, SIGMOD Record, 32(3):29-33.
Sameer Ajmani, Dwaine E. Clarke, Chuang-Hue Moh, and Steven Richman.Conchord: Cooperative SDSI certificate storage and name resolution. In 1st International Workshop on Peer-to-Peer Systems (IPTPS'02), LNCS 2429, Springer, pages 141-154, Massachusetts, USA.
Aberer, K., & Hauswirth, M. (2002, March). An Overview of Peer-to-Peer Information Systems. In WDAS (Vol. 14, No. 2002, pp. 171-188).
Agrawal, K., Kuszmaul, W., Wang, Z., & Zhao, J. (2024, June). Distributed Load Balancing in the Face of Reappearance Dependencies. In Proceedings of the 36th ACM Symposium on Parallelism in Algorithms and Architectures (pp. 321-330).
Los, D., Sauerwald, T., & Sylvester, J. (2023). Balanced allocations with heterogeneous bins: The power of memory. In Proceedings of the 2023 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA) (pp. 4448-4477). Society for Industrial and Applied Mathematics.
Bienkowski, M., Korzeniowski, M., der Heide, F.M.a. (2005). Dynamic Load Balancing in Distributed Hash Tables. In: Castro, M., van Renesse, R. (eds) Peer-to-Peer Systems IV. IPTPS 2005. LNCS, vol 3640. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11558989_20.
Bhagwan, R., Savage, S., & Voelker, G. M. (2003). Understanding availability. In Peer-to-Peer Systems II: Second International Workshop, IPTPS 2003, Berkeley, CA, USA, February 21-22, 2003. Revised Papers 2 (pp. 256-267). Springer Berlin Heidelberg.
Nogueira, J. (2014). A large-scale and decentralised application level multicast infrastructure.
Tchappi, I., Bottaro, A., Gardes, F., & Galland, S. (2021). Towards an Online Agent Based Collision Avoidance by Mobile Edge Computing. In Advances in Practical Applications of Agents, Multi-Agent Systems, and Social Good. The PAAMS Collection: 19th International Conference, PAAMS 2021, Salamanca, Spain, October 6-8, 2021, Proceedings 19 (pp. 279-290). Springer International Publishing.
I.H. Tchappi, S. Galland, V.C. Kamla, and J.C. Kamgang A brief review of holonic multi-agent models for traffic and transportation systems Procedia computer science 134 2018 137 144
C.D. Diderot, N.W.A. Bernice, I. Tchappi, Y. Mualla, A. Najjar, and S. Galland Intelligent transportation systems in developing countries: Challenges and prospects Procedia Computer Science 224 2023 215 222
