Real-Time Network-Level Traffic Signal Control: An Explicit Multiagent Coordination Method

no code implementations • 15 Jun 2023 • Wanyuan Wang, Tianchi Qiao, Jinming Ma, Jiahui Jin, Zhibin Li, Weiwei Wu, Yichuan Jian

Key to the challenge of TSC includes 1) the essential of real-time signal decision, 2) the complexity in traffic dynamics, and 3) the network-level coordination.

Reinforcement Learning (RL)

A Unified and Fast Interpretable Model for Predictive Analytics

no code implementations • 16 Nov 2021 • Yuanyuan Jiang, Rui Ding, Tianchi Qiao, Yunan Zhu, Shi Han, Dongmei Zhang

Predictive analytics is human involved, thus the machine learning model is preferred to be interpretable.

Decision Making