Traffic flow prediction is important to transportation policy and management. Time-series models based on historical data can hardly reflect non-recurrent events and the impact of multiple factors.

Accurately predicting the occurrence, amplitude, and propagation speed of traffic flow shockwaves are essential for dynamic traffic control to mitigate traffic congestion. However, traditional ...