Land
Land cover and change
Analyze land-cover composition, change, vegetation condition, and landscape dynamics.
Explore land models →Remote sensing analytics for user-defined AOI
MIRA
Multi-source Intelligence for Remote-sensing Analytics
Define an area, run a remote-sensing model, and receive maps, statistics, charts, and reproducible analysis outputs. Maximum AOI: 50 km².
Analysis Preview
AOI ≤ 50 km²
AOI • 23.4 km²
What can MIRA analyze?
Start from a research question, not from a long list of layers. MIRA organizes analysis into thematic domains.
Agriculture
Crop monitoring
Assess crop condition, vegetation indices, drought signals, and suitability indicators.
Explore agriculture →Water
Water and watershed
Monitor surface water, watershed conditions, rainfall, sediment, and related indicators.
Explore water models →Fire
Fire monitoring
Explore hotspots, burn signals, smoke-related indicators, and event-based observations.
Explore fire models →Climate
Climate indicators
Analyze rainfall, temperature, anomalies, and multi-temporal environmental conditions.
Explore climate →Biodiversity
Habitat and ecosystems
Support habitat assessment, ecosystem monitoring, and spatial biodiversity analysis.
Explore biodiversity →How MIRA works
A consistent analysis workflow keeps the platform simple for users and reproducible for research.
Define AOI
Draw or upload your study area. MIRA validates geometry and applies the 50 km² limit.
Select model
Choose the analytical model, dataset, date range, and available scientific parameters.
Run analysis
The backend executes the model and records processing status, parameters, and model version.
Get results
Review map layers, indicators, charts, tables, metadata, and downloadable outputs.
Popular models
The initial version of MIRA can start with a small, reliable model catalogue and expand later.
Sentinel-2 NDVI
Vegetation condition, summary statistics, temporal chart, and map visualization.
ESA WorldCover
Land-cover composition with class areas, percentages, map symbology, and table output.
CHIRPS Rainfall
Rainfall totals, anomalies, temporal summaries, and AOI-based statistics.
VIIRS Hotspots
Fire-event screening, hotspot counts, temporal distribution, and spatial context.
Recent analyses
Once authentication is connected, this section can display the signed-in user's saved analysis history.
Analysis historyView all
| Run | Model | AOI | Status |
|---|---|---|---|
| #124 | Sentinel-2 NDVI | 23.4 km² | Completed |
| #123 | ESA WorldCover | 12.1 km² | Completed |
| #122 | CHIRPS Rainfall | 8.7 km² | Completed |
Earth observation data sources
MIRA can connect selected models to trusted Earth observation and environmental datasets.
Sentinel-2LandsatESA WorldCoverDynamic WorldCHIRPSVIIRSMODISGoogle Earth Engine
From AOI to geospatial insight.
Start with one reliable workflow: define area, select model, run analysis, and review map + chart + data.