A hybrid model for missing traffic flow data imputation based on clustering and attention mechanism optimizing LSTM and AdaBoost

Q Shang, Y Tang, L Yin - Scientific Reports, 2024 - nature.com
Reliable traffic flow data is not only crucial for traffic management and planning, but also the
foundation for many intelligent applications. However, the phenomenon of missing traffic …

[HTML][HTML] Vessel Traffic Flow Prediction in Port Waterways Based on POA-CNN-BiGRU Model

Y Chang, J Ma, L Sun, Z Ma, Y Zhou - Journal of Marine Science and …, 2024 - mdpi.com
Vessel traffic flow forecasting in port waterways is critical to improving safety and efficiency
of port navigation. Aiming at the stage characteristics of vessel traffic in port waterways in …