Igeomaps -

Light Detection and Ranging (LiDAR) strips away the "skin" of the Earth—vegetation—to reveal the "bare earth" underneath. iGeoMaps relies on this to detect micro-topographies: ancient river channels, fault scarps, and sinkholes that are invisible to the naked eye. Hyperspectral imaging adds chemical composition data, allowing the map to identify mineral deposits from space.

For a graph ( G = (V, E) ) with node features ( X_t ) at time ( t ): [ H_t+1 = \sigma\big( \tildeD^-1/2 \tildeA \tildeD^-1/2 H_t W_t + \Phi \cdot X_t+1 \big) ] igeomaps

igeomaps output or probability surfaces (e.g., 85% chance of wildfire ignition in this cell within 6 hours) using Monte Carlo dropout or ensemble methods. Light Detection and Ranging (LiDAR) strips away the