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 …

Predicting urban region heat via learning arrive-stay-leave behaviors of private cars

Z Xiao, H Li, H Jiang, Y Li, M Alazab… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Urban region heat refers to the extent of which people congregate in various regions when
they travel to and stay in a specified place. Predicting urban region heat facilitates broad …

Understanding private car aggregation effect via spatio-temporal analysis of trajectory data

Z Xiao, H Fang, H Jiang, J Bai… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Understanding the private car aggregation effect is conducive to a broad range of
applications, from intelligent transportation management to urban planning. However, this …

Vehicular task offloading via heat-aware MEC cooperation using game-theoretic method

Z Xiao, X Dai, H Jiang, D Wang, H Chen… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
Mobile-edge computing (MEC) has been witnessed as a promising solution for the vehicular
task offloading. Due to the limited computing resource of individual MEC servers, it faces …

Improving commute experience for private car users via blockchain-enabled multitask learning

J Yang, K Yang, Z Xiao, H Jiang, S Xu… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
With deepening urbanization and Internet of Vehicles (IoV) applications, the number of
private cars has been increasing in recent years. However, because the surging number of …

Data-driven intrusion detection for intelligent internet of vehicles: A deep convolutional neural network-based method

L Nie, Z Ning, X Wang, X Hu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
As an industrial application of Internet of Things (IoT), Internet of Vehicles (IoV) is one of the
most crucial techniques for Intelligent Transportation System (ITS), which is a basic element …

Big data and its V's with IoT to develop sustainability

X Chu, S Nazir, K Wang, Z Leng… - Scientific …, 2021 - Wiley Online Library
Internet of Things (IoT) has been considered as one of the emerging network and
information technologies that can comprehend automatic monitoring, identification, and …

Exploring individual travel patterns across private car trajectory data

Y Huang, Z Xiao, D Wang, H Jiang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Understanding the travel behavior of private cars will generate promising solutions on
addressing urban problems such as alleviating traffic congestion and improving transport …

An enhanced adaptive unscented kalman filter for vehicle state estimation

Y Zhang, M Li, Y Zhang, Z Hu, Q Sun… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Accurate vehicle state information is crucial for safe driving and dynamic control of vehicles.
Vehicle state estimation under unknown noise conditions is an important research topic. A …

Drive2friends: Inferring social relationships from individual vehicle mobility data

J Li, F Zeng, Z Xiao, H Jiang, Z Zheng… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
The number of vehicles has increased year by year, especially individual vehicles. In
addition to meeting basic transportation needs, vehicles are expected to serve varied …