1
Data
Optical satellites, radar, high-resolution imagery, elevation and climate data.
Land Sensing Geospatial Analytics
From Satellite to Decision
Satellite observation, machine learning and field verification, combined into evidence that you can act on.
The four stages at a glance
Four stages, every project
Every LSGA project follows the same four stages. We start from the data, analyse it, check the results in the field, and deliver information you can use for decisions.
2
Analysis
Land and crop mapping, spectral indices, time series and change detection.
3
Field verification
Field surveys, GPS reference points, training and testing, accuracy checks.
4
Decision
Maps, GIS data, area statistics, dashboards and concise reports.
Worked example
Khulm crop mapping — from data to decision
This example illustrates how satellite imagery can be turned into crop maps and area statistics after validation.
Tools we use
Established and open tools
Google Earth Engine
Cloud processing and satellite imagery analysis.
GIS software
Mapping, spatial analysis and data preparation.
R
Statistical analysis and modelling.
Python
Data processing and machine learning.