Zi-Xuan Xie

A Machine Learning Framework for Short-Term Traffic Flow Prediction and Adaptive Traffic Signal Optimization Using Internet of Things (IoT) Sensor Data

The core conclusion indicates that single-point prediction accuracy alone cannot determine the overall efficiency of signal control systems, instead, uncertainty-aware phase-level optimization can simultaneously enhance traffic operation efficiency and operational stability.