Ship Traffic Flow Forecasting
P. Mandalis, E. Chondrodima, Y. Kontoulis, N. Pelekis, “A Transformer-Based Method for Vessel Traffic Flow Forecasting”, GeoInformatica, 2025.
Z. Zhou, H. Ren, A. Shao, G. Shao, J. Wu, J. Tian, J. Yan, "Ship Traffic Flow Prediction Model Integrating Linear Attention Mechanism and Spatiotemporal Graph Convolutional Network", International Conference on Electromechanical Control Technology and Transportation, ICECTT 2025, September 2025.
Air Cargo Traffic Forecasting
Q. Nguyen, P. Tran, P Ngo, “Air Cargo Traffic Forecasting Model: An Empirical Study in Vietnam using the SARIMA-X/(E)GARCH Model”, Research in Transportation Business and Management, Volume 59, March 2025.