STGCN

[[@Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting]]

已有方法(超过30分钟的长周期预测)

• dynamical modeling

  • differential equations 微分方程

• data-driven methods

  • [[ARIMA]]

结构

• Graph CNN

  • Chebyshev Polynomials Approximation

  • 1st-order Approximation

• Gated CNNs for Extracting Temporal Features

Ref

• 时空图卷积网络：用于交通预测的深度学习框架 | cf020031308.github.io

• ST-GCN - 小桔车服-公开空间 - 滴滴WIKI (xiaojukeji.com)

• hazdzz/STGCN: The PyTorch version of STGCN. (github.com)