Federated learning for digital twin-based vehicular networks: Architecture and challenges

LU Khan, E Mustafa, J Shuja, F Rehman… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
… on role of FL in digital twin-based vehicular networks and present a general … ital twin-based
vehicular networks. Additionally, we present use cases of FL in twin-based vehicular networks

Intelligent digital twin-based software-defined vehicular networks

L Zhao, G Han, Z Li, L Shu - IEEE network, 2020 - ieeexplore.ieee.org
Digital Twin (IDT) [4] to build a virtual replicate of the physical world for simulating the intelligent
networkingvehicular networking. Therefore, in this article, we propose a novel Intelligent …

ELITE: An intelligent digital twin-based hierarchical routing scheme for softwarized vehicular networks

L Zhao, Z Bi, A Hawbani, K Yu, Y Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… of DT in vehicular networks is proposed in [24], which introduces a new networking
architecture, named Intelligent Digital Twin-based Software-Defined Vehicular Networks (IDT-SDVN). …

Vehicular intelligence: Towards vehicular network digital-twin

DZ Al-Hamid, A Al-Anbuky - 2022 27th Asia Pacific Conference …, 2022 - ieeexplore.ieee.org
network formation that could similarly behave as the physical network entails the support of
the digital twin [6]. … for orchestrating the vehicular network as demanded by road events. As …

Digital twin empowered heterogeneous network selection in vehicular networks with knowledge transfer

J Zheng, TH Luan, Y Hui, Z Yin… - … on Vehicular …, 2022 - ieeexplore.ieee.org
… Based on the information obtained from the digital twin communications, we develop an …
network selection strategy for the vehicles. In addition, we explore the capability of digital twins

Digital twin based network latency prediction in vehicular networks

Y Fu, D Guo, Q Li, L Liu, S Qu, W Xiang - Electronics, 2022 - mdpi.com
vehicular networks, this paper proposes a time delay prediction algorithm, in which digital twin
… of actual time delay data for vehicular networks and to verify autocorrelation. Subsequently…

Digital twin empowered content caching in social-aware vehicular edge networks

K Zhang, J Cao, S Maharjan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… Unlike the two previous schemes, our proposed one leverages digital twin to reflect the
vehicular network states, while adaptively adjusting social model construction strategies with …

Adaptive digital twin for vehicular edge computing and networks

Y Dai, Y Zhang - … of Communications and Information Networks, 2022 - ieeexplore.ieee.org
… the assistance of digital twin for VEC network scheduling and … of digital twin and VEC
networks. We first introduce the framework of VEC and present key problems in vehicular networks. …

Adaptive digital twin and multiagent deep reinforcement learning for vehicular edge computing and networks

K Zhang, J Cao, Y Zhang - IEEE Transactions on Industrial …, 2021 - ieeexplore.ieee.org
… these two technologies to vehicular edge computing is still an … a new vehicular edge computing
network base on digital twin and … vehicular networks and dynamically adjusts digital twin

Data synchronization in vehicular digital twin network: A game theoretic approach

J Zheng, TH Luan, Y Zhang, R Li, Y Hui… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
… (DT) is efficiently synchronizing the data between the DT and the vehicular user (… vehicular
networks (HetVNets) in which a VUE can connect to the network through different networks. …