Graph neural network for traffic forecasting: The research progress

W Jiang, J Luo, M He, W Gu - ISPRS International Journal of Geo …, 2023 - mdpi.com
Traffic forecasting has been regarded as the basis for many intelligent transportation system
(ITS) applications, including but not limited to trip planning, road traffic control, and vehicle …

SR-HGN: Semantic-and relation-aware heterogeneous graph neural network

Z Wang, D Yu, Q Li, S Shen, S Yao - Expert Systems with Applications, 2023 - Elsevier
Abstract Graph Neural Networks (GNNs) have received considerable attention in recent
years due to their unique ability to model both topologies and semantics in the graphs. In …

Spectral graph theory-based virtual network embedding for vehicular fog computing: A deep reinforcement learning architecture

N Chen, P Zhang, N Kumar, CH Hsu… - Knowledge-Based …, 2022 - Elsevier
In the intelligent transportation system (ITS), the vehicular fog computing network (VFCN)
can effectively alleviate the bottleneck existing in the cloud computing framework, such as …

Multi-Modal Fusion Sensing: A Comprehensive Review of Millimeter-Wave Radar and Its Integration With Other Modalities

S Wang, L Mei, R Liu, W Jiang, Z Yin… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Millimeter-wave (mmWave) radar, with its high resolution, sensitivity to micro-vibrations, and
adaptability to various environmental conditions, holds immense potential across multi …

Distributed deep reinforcement learning assisted resource allocation algorithm for space-air-ground integrated networks

P Zhang, Y Li, N Kumar, N Chen… - … on Network and …, 2022 - ieeexplore.ieee.org
To realize the Interconnection of Everything (IoE) in the 6G vision, the space-based, air-
based, and ground-based networks have shown a trend of integration. Compared with the …

Multi-target-aware dynamic resource scheduling for cloud-fog-edge multi-tier computing network

P Zhang, N Chen, G Xu, N Kumar… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
With the maturity of 5G and Intelligent Transportation Systems (ITS) technologies and the
prospect of Beyond 5G (B5G) and 6G technologies, the limited lifetime and computing of …

Multi-domain virtual network embedding algorithm based on horizontal federated learning

P Zhang, N Chen, S Li, KKR Choo… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network Virtualization (NV) is an emerging network dynamic planning technique to
overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) …

Internet traffic prediction with distributed multi-agent learning

W Jiang, M He, W Gu - Applied System Innovation, 2022 - mdpi.com
Internet traffic prediction has been considered a research topic and the basis for intelligent
network management and planning, eg, elastic network service provision and content …

BPR: blockchain-enabled efficient and secure parking reservation framework with block size dynamic adjustment method

J Wang, C Zhu, C Miao, R Zhu, X Zhang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
The parking lot is one of the important components of the intelligent transportation system
(ITS). The current parking lots mainly use instant parking, which has low parking efficiency …

A web knowledge-driven multimodal retrieval method in computational social systems: Unsupervised and robust graph convolutional hashing

Y Duan, N Chen, AK Bashir… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Multimodal retrieval has received widespread consideration since it can commendably
provide massive related data support for the development of computational social systems …