Dear Saleem Karmoshi

Conference Paper Wireless Network Virtualization by Leveraging Blockchain Tec...

Chapter Managing Virtualized Networks and Services with Machine Learning

GOOD LUCK

Dear Saleem Karmoshi,

the Artificial Intelligent (AI) enables the formation of Digital Twins (DTs). This is referred to as Digital Twinning.

Digital Twinning is very well suited for Predictive Maintenance and Functionality Optimization of Future Networks (for example 5G Networks).

For an example see the section: “3. Detailed Solution for I4.0 Use Cases" in the publication "5H2020 5G Dive Project Grant No. 85988"

https://5g-dive.eu/wp-content/uploads/2021/01/D2.1-5G-DIVE-innovations-specification_v1.0_compressed.pdf

Network Virtualization enables the formation of Virtual Networks in the form of "Network Slices". Digital Twins can be used to implement Predictive Maintenance of Slices and Optimize their Functionality.

General idea of DTs fill my figures at the address

https://www.researchgate.net/publication/352742244_Digital_Twins_in_IoT

Best regards and good luck

Anatol Badach

See also:

Huan X. Nguyen, Ramona Trestian, Duc To, Mallik Tatipamula: Digital Twin for 5G and Beyond; IEEE Communications Magazine, Vol. 59(2), Feb 2021; DOI: 10.1109/MCOM.001.2000343

https://www.researchgate.net/publication/349985100

Xiaohu You, Cheng-Xiang Wang, Jie Huang, Xiqi Gao, et al.: Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts; Science China Information Sciences, Vol. 64, Article number: 110301, Jan 2021; DOI: 10.1007/s11432-020-2955-6

https://link.springer.com/article/10.1007/s11432-020-2955-6

Latif U. Khan, Walid Saad, Dusit Niyato, Zhu Han, Choong Seon Hong: “Digital-Twin-Enabled 6G: Vision, Architectural Trends, and Future Directions”; arXiv:2102.12169v1 [cs.NI] 24 Feb 2021

https://arxiv.org/abs/2102.12169

Hi

See following articles

Conference Paper Wireless Network Virtualization by Leveraging Blockchain Tec...

Article A comprehensive and systematic review of the network virtual...

https://hal.inria.fr/hal-02370378/file/survey_TNSM.pdf

Look at these discussions https://www.researchgate.net/post/Using_AI_ML_for_WSN_IOT_Simulations