Case Studies

Applied GeoAI workflows for planning and resilience

Reference workflows showing how NITAGeoAI modules can be combined into practical city, basin, and infrastructure decision-support use cases.

Urban Growth / Metropolitan AOI

Urban Growth and Demography

Challenge: Track settlement expansion, density pressure, and changing demographic structure from public data.
Workflow: Draw AOI, run GHSL/GPW/Dynamic World/VIIRS indicators through the Urban Growth Monitor, then use GeoAI for change-detection refinement.
Outcome: Planning-ready growth pressure score, hotspot markers, and time-series indicators.

Open Workflow

Flood Risk / River basin

Challenge: Combine rainfall, DEM, HAND, flood priors, and station context for near-term risk screening.
Workflow: Configure AOI and hydrologic signals, then run the hydrology and flood GeoAI modules.
Outcome: Flood probability, runoff time series, station table, and map-ready hazard layers.

Open Workflow

Urban Resilience / City wards

Challenge: Identify neighborhoods where heat, land cover, and exposure require adaptation investment.
Workflow: Run surface temperature, land-use, and resilience scoring modules under a shared AOI.
Outcome: Heat diagnostics, resilience score, and adaptation-priority zones.

Open Workflow