A Joint Spatiotemporal Prediction and Image Confirmation Model for Vehicle Trajectory Concatenation With Low Detection Rates

R Feng, Z Li, B Liu, Y Ding - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
Ensuring the quality of trajectories is of utmost importance in traffic flow analysis. Traditional
approaches rely on reconstructing nearly complete trajectories and subsequently denoising …

Real-time data stream learning for emergency decision-making under uncertainty

K Wang, L Xiong, R Xue - Physica A: Statistical Mechanics and its …, 2024 - Elsevier
As one factor resulting in health emergency, climate change has received high attention in
recent years. Real-time identifying and tracking the potential climate-related risk becomes …

Do traffic flow states follow Markov properties? A high-order spatiotemporal traffic state reconstruction approach for traffic prediction and imputation

J Hu, C Hu, J Yang, J Bai, JJ Lee - Chaos, Solitons & Fractals, 2024 - Elsevier
Assessing traffic states accurately is challenging due to the complex, high-dimensional, and
nonlinear nature of traffic systems. This study introduces the innovative High-Order …

Learning-Based Vehicle State Estimation Using Gaussian Process Regression Combined with Extended Kalman Filter

Q Li, H He, X Chen, J Gao - Journal of the Franklin Institute, 2024 - Elsevier
In order to address the challenge of accurate vehicle state estimation, especially in highly
nonlinear and complex operating conditions, this paper proposes a learning-based method …

Traffic state estimation incorporating heterogeneous vehicle composition: A high-dimensional fuzzy model

S Wang, C Dong, C Shao, S Luo, J Zhang… - Frontiers of Engineering …, 2024 - Springer
Accurate traffic state estimations (TSEs) within road networks are crucial for enhancing
intelligent transportation systems and developing effective traffic management strategies …

Multivariate Travel Time Forecasting in a Traffic Network Using Fuzzy Cognitive Mapping

DPM Abellana - 2023 IEEE World Conference on Applied …, 2023 - ieeexplore.ieee.org
Traffic forecasting is a crucial component in the implementation of efficient traffic
management and control. While various works have been made in this area, most of the …