Performance Analysis of Evolved RAN Architectures with Open Interfaces

Authors

  • Atanas Vlahov Technical University Sofia, Bulgaria
  • Georgios Kougioumtzidis Technical University Sofia, Bulgaria
  • Albena Mihovska Aarhus University, Denmark
  • Vladimir Poulkov Technical University Sofia, Bulgaria

DOI:

https://doi.org/10.13052/jmm1550-4646.19112

Keywords:

Open RAN, multimedia communications, network slicing, functional split

Abstract

The paper presents a short overview of the evolution of the Radio Access Network (RAN) towards virtualized, open and intelligent RAN architectures. Major KPIs used for performance analysis in the process of the evolution of the RAN are identified. KPIs that are considered of primary importance for ensuring high-quality multimedia communications (MMC) in a scenario of wireless Radio Access Networks based on 4G/5G Open-RAN architectures are measured and analyzed. Different split scenarios according to the O-RAN specifications are considered, as well as relevant to MMC KPIs, such as round trip time, delay jitter and packet loss. Although the variation in the results from the evaluation of these parameters in different RAN architecture scenarios is not drastic, in the context of MMC and future near to-real time services, the results show advantages of these scenarios over legacy RAN architectures. In addition, we propose a network slicing model for optimizing the network performance and enhancing the quality of MMC, by implementing optimal utilization of network resources.

Downloads

Download data is not yet available.

Author Biographies

Atanas Vlahov, Technical University Sofia, Bulgaria

Atanas Vlahov has received his BSc and MSc degrees in Telecommunications from Technical University of Sofia (TUS), Bulgaria, in 2019 and 2021, respectively. Currently he is a PhD student in the Faculty of Telecommunication of TUS. His current research interests in the field of telecommunications are related to Open Radio Access Network and Software Defined Networks.

Georgios Kougioumtzidis, Technical University Sofia, Bulgaria

Georgios Kougioumtzidis received the B.Sc. degree in electronics engineering from the Alexander Technological Educational Institute of Thessaloniki, Thessaloniki, Greece, in 2007, the M.Sc. degree in wireless communication systems from the Open University of Cyprus, Nicosia, Cyprus, in 2017, and the M.A. degree in acoustic design and multimedia from the Hellenic Open University, Patras, Greece, in 2018. From 2013 to 2020 he was with the Hellenic Telecommunications Organization, Thessaloniki, Greece. He is currently pursuing a Ph.D. degree at the Faculty of Telecommunications, Technical University of Sofia, Sofia, Bulgaria, as recipient of an Early Stage Researcher (ESR) position in European Union’s Horizon 2020 MOTOR5G project. His research interests include QoE enhancement in future wireless networks, open radio access networks, machine learning, and extended reality and holographic telepresence communications.

Albena Mihovska, Aarhus University, Denmark

Albena Mihovska received the Ph.D. degree in mobile communications from Aalborg University, Denmark. Since 2017, she has been an Associate Professor with the Department of Business Development and Technology, Aarhus University, Denmark, where she is leading the research activities of the 6G Knowledge Laboratory, with a focus on 6G connectivity and enabling technologies, namely artificial intelligence, and advanced services and applications, such as augmented and extended reality (AR and XR), high-fidelity and real time mobile hologram, and digital twins. She is currently a Senior Research and Academic Professional. She has more than 150 scientific publications.

Vladimir Poulkov, Technical University Sofia, Bulgaria

Vladimir Poulkov received the M.Sc. and Ph.D. degrees from the Technical University of Sofia (TUS), Sofia, Bulgaria. He has more than 30 years of teaching, research, and industrial experience in the field of telecommunications. He has been the Dean of the Faculty of the Telecommunications, TUS, and the Vice Chairman of the General Assembly of the European Telecommunication Standardization Institute (ETSI). He is currently a professor. He is also the Head of the “Teleinfrastructure” Research and Development Laboratory at TUS and the Chairman of Cluster for Digital Transformation and Innovation, Bulgaria. He has successfully managed numerous industrial, engineering, research and development, and educational projects. He has authored many scientific publications and is tutoring the B.Sc., M.Sc., and Ph.D. courses in the field of information transmission theory and wireless access networks. He is a fellow of the European Alliance for Innovation.

References

G. Aceto, D. Ciuonzo, A. Montieri, A. Pescapé, “Mobile encrypted traffic classification using deep learning: experimental evaluation, lessons learned, and challenges,” IEEE Trans. Netw. Serv. Manag., 2019.

R. Vannithamby, A. Soong, “5G Verticals: Customizing Applications, Technologies and Deployment Techniques,” Wiley, New York, 2020.

S.R. Ali, “Next Generation and Advanced Network Reliability Analysis: Using Markov Models and Software Reliability Engineering,” Springer, Berlin, 2018.

M. A. Habibi, M. Nasimi, B. Han and H. D. Schotten, “A Comprehensive Survey of RAN Architectures Toward 5G Mobile Communication System,” in IEEE Access, vol. 7, pp. 70371–70421, 2019.

ORAN Alliance white paper, “O-RAN: Towards an Open and Smart RAN,” 2018. [Online] Available: https://www.oran.org/resources, Accessed: Feb. 2022.

ORAN Alliance white paper, “O-RAN: Building the Next Generation RAN,” 2018. [Online]. Available: https://www.oran.org/resources, Accessed: Feb, 2022.

C. Wang, M. D. Renzo, S. Stanczak, S. Wang, and E. G. Larsson, “Artificial intelligence enabled wireless networking for 5G and beyond: Recent advances and future challenges,” IEEE Wireless Communications, vol. 27, no. 1, pp. 16–23, 2020.

M. Hoffmann and M. Staufer, “Network Virtualization for Future Mobile Networks: General Architecture and Applications,” In Proc. IEEE ICC 2011, Kyoto, Japan, Jun. 5–9, 2011.

M. Polese, R. Jana, V. Kounev, K. Zhang, S. Deb and M. Zorzi, “Machine Learning at the Edge: A Data-Driven Architecture with Applications to 5G Cellular Networks,” Jun. 2020, [Online] Available: arXiv:1808.07647, Accessed, Feb. 2022.

O-RAN Alliance, “O-RAN: Towards an Open and Smart RAN,” Oct. 2018.

O-RAN Alliance, “O-RAN Use Cases and Deployment Scenarios,” Feb. 2020.

Almes, G., Kalidindi, S., and M. Zekauskas, “A Round-trip Delay Metric for IPPM”, RFC 2681, Sep. 1999.

Stephen R. Smoot, Nam K. Tan, “Chapter 4 - Branch Consolidation and WAN Optimization,” Private Cloud Computing, Morgan Kaufmann, pp. 99–125, 2012.

K. Muhammad, Analysis of the Effects of Packet Loss and Delay Jitter on MPEG-4 Video Quality, 2008.

K. Samdanis, X. Costa-Perez and V. Sciancalepore, “From network sharing to multi-tenancy: The 5G network slice broker,” IEEE Communications Magazine, vol. 54, no. 7, pp. 32–39, Jul. 2016.

P. Rost et al., “Network Slicing to Enable Scalability and Flexibility in 5G Mobile Networks,” IEEE Communications Magazine, vol. 55, no. 5, pp. 72–79, May 2017.

NGMN Alliance, “NGMN 5G White Paper,” 2015.

H. Zhang, N. Liu, X. Chu, K. Long, A.-H. Aghvami and V. C. Leung, “Network Slicing Based 5G and Future Mobile Networks: Mobility, Resource Management, and Challenges,” IEEE Communications Magazine, vol. 55, no. 8, pp. 138–145, 2017.

A. Nakao et al., “End-to-end Network Slicing for 5G Mobile Networks,” Journal of Information Processing, vol. 25, pp. 153–163, 2017.

C. Marquez, M. Gramaglia, M. Fiore, A. Banchs and X. Costa-Perez, “How Should I Slice My Network? A Multi-Service Empirical Evaluation of Resource Sharing Efficiency,” In Proc. 24th Annual International Conference on Mobile Computing and Networking (ACM MobiCom 2018), New Delhi, India, Oct. 29–Nov. 2, 2018.

X. Foukas, N. Nikaein, M. M. Kassem, M. Marina and K. Kontovasilis, “FlexRAN: A Flexible and Programmable Platform for Software-Defined Radio Access Networks,” In Proc. 12th International on Conference on emerging Networking EXperiments and Technologies (CoNEXT 2016), Irvine, California, Dec. 12–15, 2016.

K. V. Cardoso, C. B. Both, L. R. Prade and C. J. A. Macedo, “A softwarized perspective of the 5G networks,” 2020, [Online] Available: arXiv:2006.10409, Accessed: Feb. 2022.

I. Sodagar, “The MPEG-DASH Standard for Multimedia Streaming Over the Internet,” in IEEE MultiMedia, vol. 18, no. 4, pp. 62-67, April 2011.

DASH reference client 4.3.0, [Online] Available: https://reference.dashif.org/dash.js/nightly/samples/dash-if-reference-player/index.html, Accessed: Feb. 2022.

Published

2022-09-20

How to Cite

Vlahov, A. ., Kougioumtzidis, G. ., Mihovska, A. ., & Poulkov, V. . (2022). Performance Analysis of Evolved RAN Architectures with Open Interfaces. Journal of Mobile Multimedia, 19(01), 239–262. https://doi.org/10.13052/jmm1550-4646.19112

Issue

Section

Articles

Most read articles by the same author(s)