A digital twin approach for self-optimization of mobile networks

J Deng, Q Zheng, G Liu, J Bai, K Tian… - … and Networking …, 2021 - ieeexplore.ieee.org
… far from similar to that of mobile network which is under … network selfoptimization for 6G
network, this paper proposes a algorithmic framework for the self-optimization of mobile networks

Self-optimization of wireless systems with knowledge management: An artificial intelligence approach

H Gačanin, E Perenda, S Karunaratne… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… framework to enable a self-optimizing and self-learning for … a near-optimal network
configuration addressing the non-… mobile sensor networks IEEE INFOCOM, pp. 154–162, 2009. …

Machine learning–based mobility robustness optimization under dynamic cellular networks

MT Nguyen, S Kwon - IEEE Access, 2021 - ieeexplore.ieee.org
… , a small-cell network is equipped with an autonomous solution called self-organizing …
The mobile environment also varies due to UE mobility, and therefore, we propose an RL-based …

Self optimizing network slicing in 5g for slice isolation and high availability

S Vittal - 2021 17th International Conference on Network and …, 2021 - ieeexplore.ieee.org
… primary network services, namely enhanced Mobile Broadband (… Mobile Virtual Network
Operators (MVNO)s often face … scaling situations as the 5G network uses a shared environment …

Toward self-learning edge intelligence in 6G

Y Xiao, G Shi, Y Li, W Saad… - IEEE Communications …, 2020 - ieeexplore.ieee.org
… , communication networks, and mobileoptimized architecture, we propose a self-learning
architecture that supports automatic data learning and synthesizing at the edge of the network

Robustness optimization scheme with multi-population co-evolution for scale-free wireless sensor networks

T Qiu, J Liu, W Si, DO Wu - … /ACM Transactions on Networking, 2019 - ieeexplore.ieee.org
… [22] proposed a self-clustering method for the heterogeneous networks using … Wang, “Coverage
and energy consumption control in mobile heterogeneous wireless sensor networks,” …

Mobile vehicles as fog nodes for latency optimization in smart cities

C Tang, X Wei, C Zhu, Y Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… For example, decision making for task allocation and response latency optimization are not
… of VFC to schedule the tasks offloaded from mobile devices (MDs). The road side unit (RSU) …

Key challenges, drivers and solutions for mobility management in 5G networks: A survey

I Shayea, M Ergen, MH Azmi, SA Çolak, R Nordin… - IEEE …, 2020 - ieeexplore.ieee.org
self-optimization for HCPs [56], [110]–[122]. To the best of our knowledge, the most available
self-optimization … Not all mobile UEs require the optimization process to perform at the same …

Network slicing games: Enabling customization in multi-tenant mobile networks

P Caballero, A Banchs, G De Veciana… - … on Networking, 2019 - ieeexplore.ieee.org
… In [13], the authors prove the convergence of games where individual user choices are
driven by a convex optimization (as in our case); however, they require some properties not met …

Vision, requirements and network architecture of 6G mobile network beyond 2030

G Liu, Y Huang, N Li, J Dong, J Jin… - China …, 2020 - ieeexplore.ieee.org
mobile network, which leads to a lower cost on network operation and maintenance (O&M).
How to utilize the AI to assist the network to optimize … and self-evolving, the future network