Part X: Sensor Fusion, World Models, and Spatial AI
Chapter 54  [A]

Graph Neural Networks for Sensor Networks

Placeholder chapter page. Sections are produced by the book-skills pipeline.

Sections

  1. 54.1 Sensors as nodes and relations
  2. 54.2 Spatial, process, and dynamic graphs
  3. 54.3 Spatiotemporal GNNs (DCRNN, Graph WaveNet, BigST)
  4. 54.4 Message passing for fault localization
  5. 54.5 Scalability to large networks
  6. 54.6 Traffic, energy, water, and industrial grids
  7. 54.7 Interpretability

Lab 54

build a spatiotemporal GNN for sensor-network forecasting or anomaly localization (METR-LA/PEMS-BAY).