Graph neural network for traffic forecasting: A survey

W Jiang, J Luo - Expert systems with applications, 2022 - Elsevier
Traffic forecasting is important for the success of intelligent transportation systems. Deep
learning models, including convolution neural networks and recurrent neural networks, have …

Dynamic correlation adjacency-matrix-based graph neural networks for traffic flow prediction

J Gu, Z Jia, T Cai, X Song, A Mahmood - Sensors, 2023 - mdpi.com
Modeling complex spatial and temporal dependencies in multivariate time series data is
crucial for traffic forecasting. Graph convolutional networks have proved to be effective in …

Does the Inclusion of Spatio-Temporal Features Improve Bus Travel Time Predictions? A Deep Learning-Based Modelling Approach

G Lee, S Choo, S Choi, H Lee - Sustainability, 2022 - mdpi.com
With the abundance of public transportation in highly urbanized areas, it is common for
passengers to make inefficient or flawed transport decisions due to a lack of information. The …

Multi-Task Weakly Supervised Learning for Origin–Destination Travel Time Estimation

H Wang, Z Zhang, Z Fan, J Chen… - … on Knowledge and …, 2023 - ieeexplore.ieee.org
Travel time estimation from GPS trips is of great importance to order duration, ridesharing,
taxi dispatching, etc. However, the dense trajectory is not always available due to the …

基于深度学习的公交行驶轨迹预测研究综述.

杨晨曦, 庄旭菲, 陈俊楠, 李衡 - Journal of Computer …, 2024 - search.ebscohost.com
公交行驶轨迹预测是对公交车到达线路上的重要轨迹点, 如站点和道路交叉口等,
进行到达时间预测. 准确预测公交车到达站点和道路交叉口的时间, 可以提高城市公交系统的 …

Route to time and time to route: Travel time estimation from sparse trajectories

Z Zhang, H Wang, Z Fan, J Chen, X Song… - … Conference on Machine …, 2022 - Springer
Due to the rapid development of Internet of Things (IoT) technologies, many online web
apps (eg, Google Map and Uber) estimate the travel time of trajectory data collected by …

Análisis de la influencia horaria del tránsito en la velocidad de tramo: Caso de estudio Pereira-Dosquebradas

LC Fernández Valle, S Rodriguez Zafra - 2023 - repository.unilibre.edu.co
Pereira es una ciudad que se está expandiendo a nivel infraestructural, sin embargo, no
cuenta con una malla vial muy amplia para la cantidad de vehículos que circulan por ella …