Reinforcement learning-based physical cross-layer security and privacy in 6G

X Lu, L Xiao, P Li, X Ji, C Xu, S Yu… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Sixth-generation (6G) cellular systems will have an inherent vulnerability to physical (PHY)-
layer attacks and privacy leakage, due to the large-scale heterogeneous networks with …

UAV-assisted IoT applications, cybersecurity threats, AI-enabled solutions, open challenges with future research directions

M Adil, H Song, S Mastorakis… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Unnamed Ariel Vehicle-assisted-Internet of Things (UAV-assisted IoT) applications have
emerged as a powerful integrated technology, showcasing remarkable results in many …

Edge intelligence in intelligent transportation systems: A survey

T Gong, L Zhu, FR Yu, T Tang - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
Edge intelligence (EI) is becoming one of the research hotspots among researchers, which
is believed to help empower intelligent transportation systems (ITS). ITS generates a large …

Joint security and train control design in blockchain-empowered CBTC system

L Zhu, H Liang, H Wang, B Ning… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
The communication-based train control (CBTC) system ensures the high efficiency and
orderliness of trains and is widely used in urban rail transit networks. The adoption of …

A cross-layer defense method for blockchain empowered CBTC systems against data tampering attacks

H Liang, L Zhu, FR Yu, X Wang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Due to the high integration of wireless communication and networking technologies, the
communication-based train control (CBTC) systems are exposed to additional cyber-attack …

Artificial intelligence empowered physical layer security for 6G: State-of-the-art, challenges, and opportunities

S Zhang, D Zhu, Y Liu - Computer Networks, 2024 - Elsevier
With the commercial deployment of the 5G system, researchers from both academia and
industry are moving attention to the blueprint of the 6G system. The space-air-ground-sea …

Automatic obstacle detection method for the train based on deep learning

Q Zhang, F Yan, W Song, R Wang, G Li - Sustainability, 2023 - mdpi.com
Automatic obstacle detection is of great significance for improving the safety of train
operation. However, the existing autonomous operation of trains mainly depends on the …

A survey on FANET routing from a cross-layer design perspective

G Amponis, T Lagkas, P Sarigiannidis, V Vitsas… - Journal of Systems …, 2021 - Elsevier
With the introduction of UAVs to networking, ad hoc communications have evolved past
confinement to the terrestrial grid and have moved towards aerial meshes. Until now, Flying …

Secure virtual coupling control of connected train platoons under cyber attacks

X Ge, QL Han, XM Zhang - Vehicle System Dynamics, 2025 - Taylor & Francis
Virtual coupling of automated trains has emerged as a promising technology to enhance the
operational efficiency and line capacity of railway transportation systems. However, the …

Resilient virtual coupling control of automatic train convoys with intermittent communications

X Ge, Q Wu, QL Han, XM Zhang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Railways around the world are facing ever-increasing demands from booming passenger
and freight transportation. Constructing new railways is not always possible due to the high …