NITA AI Run Hydrology

Domain / Surface Temperature

Urban heat and surface temperature diagnostics from thermal imagery

Estimate land surface temperature and connect heat patterns to vegetation, built-up intensity, and resilience planning.

Open Modelling Panel

Decision Outputs

01

Land surface temperature raster

02

Thermal anomaly and heat exposure context

03

NDVI-linked emissivity correction support

04

Map-ready GeoTIFF output for dashboards

Workflow

01

Step 1

Upload thermal imagery and NDVI or multispectral support bands.

02

Step 2

Run emissivity-aware LST estimation and AOI clipping.

03

Step 3

Publish heat layers into the map viewer for planning review.

Algorithm & Module Registry

Current weather, historical climate repositories, ECMWF-style weather intelligence, and climate extremes.

Recommended Algorithms

Climate & Weather Intelligence

  • Hourly/daily/monthly time-series aggregation
  • Anomaly and percentile detection
  • Heatwave/rainfall extreme thresholds
  • Trend and seasonal decomposition
  • District/town administrative filtering

Data Sources

Input Stack

ECMWF/IFS-style weather feeds Open-Meteo style weather APIs IMD-style NetCDF repositories CHIRPS/GPM rainfall Administrative boundaries

Operational Outputs

Decision Products

  • Current weather cards
  • Historical charts
  • Extreme event tables
  • CSV/XLSX climate downloads

Open Linked Modules

Current Weather Conditions Historical Climate Repository ECMWF Weather Intelligence Dashboard Surface Temperature 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