NITA AI Run Hydrology

Domain / Land Use AI

Land-use and land-cover classification for planning workflows

Classify water, vegetation, built-up, and bare soil patterns from multispectral imagery with AI-ready raster workflows.

Open Modelling Panel

Decision Outputs

01

AOI-clipped land-use classification raster

02

NDVI, NDBI, and MNDWI-derived feature context

03

Class distribution summaries for planning reports

04

GeoAI-ready labelled training and inference handoff

Workflow

01

Step 1

Upload multispectral GeoTIFF imagery and optional AOI boundary.

02

Step 2

Generate spectral indices and baseline land-cover classes.

03

Step 3

Upgrade to GeoAI segmentation/classification models for production accuracy.

Algorithm & Module Registry

Landuse, surface temperature, raster uploads, layer visualization, legends, and palette controls.

Recommended Algorithms

GeoAI Raster Tools

  • NDVI, NDBI and MNDWI feature generation
  • Baseline land-cover classification
  • Land surface temperature and emissivity correction
  • Raster min/max palette control
  • Projection-aware GeoTIFF visualization

Data Sources

Input Stack

GeoTIFF uploads Multispectral/thermal imagery AOI shapefiles ESRI basemaps Generated raster outputs

Operational Outputs

Decision Products

  • Landuse raster
  • Surface temperature raster
  • Flood/HAND layers
  • Interactive map review

Open Linked Modules

Raster Upload Processing Raster Map Viewer Land Use AI Domain

GeoAI Toolchain

Recommended AI and geospatial tools for turning this model into a production-grade Nita AI module.

GeoAI / OpenGEOAI

Geospatial AI model training, segmentation, object detection, inference, and imagery workflows.

Optional runtime integration through geoai-py; the site reports availability when installed. Open docs

Google Earth Engine

Cloud-scale public geospatial datasets, satellite imagery, population rasters, and time-series analysis.

Optional live mode after Earth Engine authentication. Open docs

Leaflet + Leaflet Draw

Interactive AOI drawing, map inspection, layer controls, and user-facing spatial workflows.

Enabled in the browser UI. Open docs

Chart.js

Time-series, indicator, and demographic charts for decision dashboards.

Enabled in the browser UI. Open docs