AI-driven packet forwarding with programmable data plane: A survey

W Quan, Z Xu, M Liu, N Cheng, G Liu… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
The existing packet forwarding technology cannot meet the increasing requirements of
Internet development due to its rigid framework. Application of artificial intelligence (AI) for …

Three-stage Stackelberg game enabled clustered federated learning in heterogeneous UAV swarms

W He, H Yao, T Mai, F Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In the past decade, the unmanned aerial vehicles (UAVs) swarm has become a disruptive
force reshaping our lives and work. In particular, advances in artificial intelligence have …

Vulnerability analysis of smart contract for blockchain-based IoT applications: a machine learning approach

Q Zhou, K Zheng, K Zhang, L Hou… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
With the emergence of Blockchain-based Internet of Things (BIoT) applications, smart
contracts have become one of the most appealing aspects because they reduce the cost …

Digital twins enabled on-demand matching for multi-task federated learning in HetVNets

Y Hui, G Zhao, C Li, N Cheng, Z Yin… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
In the heterogeneous vehicular networks (HetVNets), the roadside units (RUs) can exploit
the massive amounts of valuable data collected by vehicles to complete federated learning …

Cybertwin-driven DRL-based adaptive transmission scheduling for software defined vehicular networks

W Quan, M Liu, N Cheng, X Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Efficient transmission control is a challenging issue in vehicular networks due to the highly
dynamic and unpredictable link status. In this paper, we propose a cybertwin-driven learning …

Reliable PPO-based concurrent multipath transfer for time-sensitive applications

K Liu, W Quan, N Cheng, W Wu, Z Xu… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Time-sensitive applications, eg, Internet of vehicles applications and tactile Internet
applications, put forward low latency and high throughput requirements for communication …

Over-the-air software-defined vehicle updates using federated fog environment

AW Malik, AU Rahman, A Ahmad… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
With recent advancements in software-defined vehicles, over-the-air (OTA) software updates
are crucial to roll out new software and patches for connected vehicles. Traditionally …

Deadline-constrained multi-agent collaborative transmission for delay-sensitive applications

K Liu, W Quan, N Cheng, X Zhang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Delay-sensitive applications impose the strict deadline-constrained latency requirement for
end-to-end transmission. However, due to the high dynamics of link status and the limited …

DOFMS: DRL-based Out-of-order Friendly Multipath Scheduling in Mobile Heterogeneous Networks

Z Xu, W Quan, M Liu, N Cheng, X Zhang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Multipath transmission brings strong bandwidth aggregation capability for services in
wireless networks. Nonetheless, the heterogeneous nature of paths and the motion of …

A task-oriented hybrid routing approach based on deep deterministic policy gradient

Z Sha, R Huo, C Sun, S Wang, T Huang - Computer Communications, 2023 - Elsevier
With the development of communication and transmission technologies, the applications of
Internet of Things (IoT) and telemedicine are increasingly sensitive to network latency. To …