Dynamic recovery sequence optimization of subway-bus network with constrained reinforcement learning

Transportation Research Part D

Shan Liu, Zhenhao Meng, Rui Jiang, Zhengli Wang, Ya Zhang, Ying-En Ge

CSDETR: a lightweight and efficient real-time traffic light detection model based on improved RT-DETR

Journal of Real-Time Image Processing

Nu Chen, Shan Liu*, Xi Shen, Ya Zhang

An ensemble graph and series decomposition model for water level prediction at both real and virtual stations in the Yangtze river

IEEE Transactions on Instrumentation and Measurement

Shan Liu, Yanshan Li, Ya Zhang, Yangyang Chen, Jiajia Ma

Subway passenger flow prediction considering subway-bus transfer: A dynamic spatiotemporal decomposition and gate fusion network

Transportmetrica A

Shan Liu, Xi Shen, Zhenhao Meng, Zhengli Wang, Zhenjie Zheng

Real-time individual subway destination prediction: An AdaBoost graph neural network

Engineering Applications of Artificial Intelligence

Zhenhao Meng, Zhengli Wang, Xiang Liu, Shan Liu*, Ya Zhang

Hierarchical graph construction for station-free traffic demand prediction

Transportation Research Part E

Jinyan Hou, Shan Liu*, Ya Zhang, Haotong Qin

Personalized origin–destination travel time estimation with active adversarial inverse reinforcement learning and Transformer

Transportation Research Part E

Shan Liu, Ya Zhang, Zhengli Wang, Xiang Liu, Hai Yang

A ladder water level prediction model for the Yangtze river based on transfer learning and Transformer

IEEE Transactions on Geoscience and Remote Sensing

Yanshan Li, Shan Liu*, Ya Zhang, Xiang Liu, Mingyan Xia