Arquitetura auto-gerenciável e dirigida por intenções para implantação de serviços em redes 6G
Abstract
Human-based decision are not appropriate for managing and operating future networks. In this paper, we propose to investigate the use of Intent-Based Network (IBN) for intelligent and autonomous 6G networks service management and operation. The integration with Artificial Intelligence (AI) is fundamental block for defining self-organized architectures. A close-loop IBN AI-based architecture needs to be built to manage 6G applications with different requisites and to solve problems related to data collection, model training, algorithm selection, and the new design of network.
References
Abbas, K., Khan, T. A., Afaq, M., and Song, W.-C. (2022). Ensemble learning-based network data analytics for network slice orchestration and management: An intent-based networking mechanism. In NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, pages 1–5.
Agiwal, M., Roy, A., and Saxena, N. (2016). Next generation 5G wireless networks: A comprehensive survey. IEEE Communications Surveys & Tutorials, 18(3):1617–1655.
Alsudais, A. and Keller, E. (2017). Hey network, can you understand me? In 2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), pages 193–198. IEEE.
Clemm, A., Ciavaglia, L., Granville, L., and Tantsura, J. (2022). RFC9315 intent-based networking-concepts and definitions. RFC Editor.
Esmaeily, A. and Kralevska, K. (2021). Small-scale 5G testbeds for network slicing deployment: A systematic review. Wireless Communications and Mobile Computing, 2021:1–26.
Hakeem, S. A. A., Hussein, H. H., and Kim, H. (2022). Vision and research directions of 6G technologies and applications. Journal of King Saud University-Computer and Information Sciences.
Lingga, P., Kim, J. J., and Jeong, J. P. (2022). Intent-based network management in 6G core networks. In 2022 13th International Conference on Information and Communication Technology Convergence (ICTC), pages 760–762.
Mehmood, K., Kralevska, K., and Palma, D. (2023). Intent-driven autonomous network and service management in future cellular networks: A structured literature review. Computer Networks, 220:109477.
Mell, P., Grance, T., et al. (2011). The NIST definition of cloud computing. Computer Security Division, Information Technology Laboratory, National.
Moysen, J. and Giupponi, L. (2018). From 4G to 5G: Self-organized network management meets machine learning. Computer Communications, 129:248–268.
Pang, L., Yang, C., Chen, D., Song, Y., and Guizani, M. (2020). A survey on intent-driven networks. IEEE Access, 8:22862–22873.
Tataria, H., Shafi, M., Molisch, A. F., Dohler, M., Sjöland, H., and Tufvesson, F. (2021). 6G wireless systems: Vision, requirements, challenges, insights, and opportunities. Proceedings of the IEEE, 109(7):1166–1199.
Wei, Y., Peng, M., and Liu, Y. (2020). Intent-based networks for 6G: Insights and challenges. Digital Communications and Networks, 6(3):270–280.
Xia, W., Wen, Y., Foh, C. H., Niyato, D., and Xie, H. (2014). A survey on software-defined networking. IEEE Communications Surveys & Tutorials, 17(1):27–51.
Zhang, Z., Xiao, Y., Ma, Z., Xiao, M., Ding, Z., Lei, X., Karagiannidis, G. K., and Fan, P. (2019). 6G wireless networks: Vision, requirements, architecture, and key technologies. IEEE Vehicular Technology Magazine, 14(3):28–41.
