Domain / Agriculture Intelligence

AI agriculture stress and hydrology intelligence for Vidisha and Raisen

Combine surface temperature, evapotranspiration, soil moisture, cropping pattern signals, and hydrological predictions for district-scale agriculture risk screening.

Open Modelling Panel

Decision Outputs

Surface temperature and heat-stress indicators

Reference evapotranspiration and irrigation demand

Soil moisture and crop stress signal

Cropping pattern interpretation for Kharif/Rabi/Zaid

Hydrology-coupled runoff and field-risk summary

Workflow

Step 1

Select Vidisha, Raisen, or combined district AOI.

Step 2

Choose season, crop group, irrigation scenario, and data-source families.

Step 3

Fetch online climate/weather sources where available and fall back to transparent demo indicators.

Step 4

Generate agriculture and hydrology risk bands with recommendations.

Algorithm & Module Registry

Crop stress, soil moisture, ET, cropping patterns, irrigation context, and mobile field verification.

Recommended Algorithms

Agriculture Intelligence

NDVI, NDMI, LST and crop stress indices
Evapotranspiration and irrigation demand
Sentinel-2 phenology curves
Random Forest / XGBoost crop classification pathway
Ground-truth sampling and model vetting

Data Sources

Input Stack

Sentinel-2 ECMWF/weather APIs Soil moisture proxies Field survey forms District AOI boundaries

Operational Outputs

Decision Products

Crop stress bands
Soil moisture indicators
Cropping pattern summary
Field verification records

Open Linked Modules

Agriculture Intelligence Field Vetting App Agriculture 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