Use case: mobility and logistics
Monitoring rail infrastructure and trackside vegetation
Satellite data cover a whole rail network at once. Optical images show how vegetation grows along the tracks, radar measures ground deformation, subsidence and landslide movement under the line, and flood maps show where the line is exposed to flooding. Infrastructure managers use the results to decide where to inspect and maintain first, instead of checking every kilometre on site.
- Reference
- UC-20
- Technologies
- Challenge
- Asset and infrastructure monitoring
- Updated
- Published by
- LETO SPACE
01When you need it
Who needs it
Rail infrastructure managers maintain long networks across varied terrain, geology and climate. Inspecting large networks on site is costly, and for monitoring ground stability at network scale, local methods such as LiDAR may be too expensive because they need extensive measuring networks Source: EU Agency for the Space Programme (EUSPA), 2024EU Agency for the Space Programme (EUSPA)EUSPA EO and GNSS Market Report, Issue 2, 20242024Open source (opens euspa.europa.eu).
Satellite data work at this scale. EUSPA describes how satellite imagery identifies vegetation levels and their proximity to the tracks as well as ground deformation and subsidence across a network, so that problems can be tackled before they escalate Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu). Solutions based on Earth observation and GNSS support the monitoring of track deformation at network scale and the assessment of natural hazard risks while reducing the cost of on-site inspections; continuous monitoring enables a move to predictive maintenance, and ground-motion and vegetation monitoring by radar interferometry is increasingly integrated into operational infrastructure management Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu).
02Data
What satellite data can measure along a line
- Trackside vegetation: Copernicus Sentinel-2 images have a resolution of 10 m and a revisit time of five days Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int). Vegetation indices such as NDVI, calculated from red and near-infrared light, show vegetation density and changes in plant health Source: U.S. Geological Survey (USGS), accessed 6 October 2026U.S. Geological Survey (USGS)Landsat Normalized Difference Vegetation Indexaccessed 6 October 2026Open source (opens usgs.gov). A time series shows where vegetation grows towards the line.
- Ground deformation: radar interferometry provides millimetre-scale measurements of the subsidence and landslides that affect railway lines, and the European Ground Motion Service provides these data free of charge Source: European Space Agency (ESA), 26 July 2022European Space Agency (ESA)Tap into Europe in motion (European Ground Motion Service)26 July 2022Open source (opens esa.int). How it works is explained in monitoring ground motion with InSAR.
- Flood risk: the European Flood Awareness System produces probabilistic flood forecasts with lead times of up to ten days, and its notifications go to national, regional and local authorities Source: EU Space Programme (Copernicus Observer), 29 January 2025EU Space Programme (Copernicus Observer)Observer: How the EU Space Programme supports flood preparedness, the role of the European Flood Awareness System (EFAS)29 January 2025Open source (opens eu-space.europa.eu). Flood hazard along a line can be mapped in advance, as in mapping flood risk.
Radar satellites such as Sentinel-1 acquire images day and night and through clouds Source: European Space Agency (ESA), 3 November 2025European Space Agency (ESA)Sentinel-1 mission… did you know?3 November 2025Open source (opens esa.int), so ground motion monitoring does not depend on the weather.
- L1 Base mapTerrain, river and parcels
- L2 RailwayTrack along the north bank of the river
- L3 Ground motionSubsidence measured by radar, with points on buildings and track
03Technology
How it works
- Define the corridor: the lines to monitor and a buffer on each side of the track.
- Build the layers: a vegetation time series from optical images, ground motion points from radar, and hazard layers for floods and landslides.
- Set thresholds: for example vegetation within a distance of the track, or movement above a rate in millimetres per year.
- Rank the sections: each section of the line gets a priority from the layers it crosses.
- Inspect and maintain: crews go first to the sections at the top of the list, and their findings flow back into the thresholds.
Satellite data complement the measurements the railway already makes. In-service trains equipped with sensors increasingly monitor track geometry, linked with GNSS for accurate location Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu), and drones equipped with GNSS deliver high-resolution imagery of catenary lines, track geometry and vegetation; RFI in Italy, for example, integrates drones and GNSS to monitor catenary and track geometry Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu).
04Deliverables
What you get
- a map of the network with sections ranked by vegetation, ground motion and hazard
- time series of vegetation and ground motion for each section
- alerts when a section crosses a threshold you define
- a basis for planning vegetation cutting, inspections and maintenance in a predictive way Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu)
05Limits
Limits
Limit 01
10 m is coarse next to a track
A free Sentinel-2 pixel covers 10 m by 10 m Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int). It shows vegetation trends along a corridor, not a single tree leaning towards the overhead line. That needs very high resolution images, drones or a visit.
Limit 02
Clouds hide optical images
Vegetation monitoring relies on optical images, which clouds can hide. Radar works through clouds Source: European Space Agency (ESA), 3 November 2025European Space Agency (ESA)Sentinel-1 mission… did you know?3 November 2025Open source (opens esa.int), but it measures ground motion, not plant health.
Limit 03
Ground motion data are not real time
The European Ground Motion Service is updated once a year Source: Copernicus Land Monitoring Service, accessed 6 October 2026Copernicus Land Monitoring ServiceEuropean Ground Motion Service (product page)accessed 6 October 2026Open source (opens land.copernicus.eu). Sudden events such as a fast landslide need sensors on site and warning systems.
Limit 04
No view of the track itself
Satellites do not measure track geometry or the condition of rails, sleepers and switches. That stays with measuring trains and inspections Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu).
06Next steps
How we help
Network-wide monitoring changes how inspections are planned, so it has to fit the maintenance process. In a strategy engagement we check which risks along your lines satellite data cover best. We then write the requirements: layers, thresholds, update rate and the interface to your asset management system.
More on requirements and procurement
The marketplace on Spacegraph, our discovery platform, has a use-case category for infrastructure integrity and an industry category for transport and logistics.
07Use cases
Related use cases
- Monitoring ground motion with InSARHow radar satellites measure millimetre movement of the ground.
- Monitoring pipelines and grid corridorsVegetation and ground motion along energy routes.
- Monitoring global traffic hubsPorts and hubs that a supply chain depends on.
- Mobility and logisticsUse cases for road, rail, aviation and maritime transport.
Frequently asked questions
Q1Which satellite data help monitor vegetation along railway lines?
Satellite imagery helps identify vegetation levels and their proximity to the tracks at network scale Source: EU Agency for the Space Programme (EUSPA), 26 May 2026EU Agency for the Space Programme (EUSPA)EU Space Market Report 2026, Issue 126 May 2026Open source (opens euspa.europa.eu). Copernicus Sentinel-2 provides free images with a resolution of 10 m every five days Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int), from which vegetation indices such as NDVI show the density and health of plants Source: U.S. Geological Survey (USGS), accessed 6 October 2026U.S. Geological Survey (USGS)Landsat Normalized Difference Vegetation Indexaccessed 6 October 2026Open source (opens usgs.gov). Single trees close to the track need very high resolution images or drones.
Q2How often is the data updated?
It depends on the layer. Sentinel-2 revisits every five days Source: European Space Agency (ESA), accessed 6 October 2026European Space Agency (ESA)Sentinel-2 (mission page)accessed 6 October 2026Open source (opens esa.int), but clouds can hide individual images. The European Ground Motion Service is updated once a year Source: Copernicus Land Monitoring Service, accessed 6 October 2026Copernicus Land Monitoring ServiceEuropean Ground Motion Service (product page)accessed 6 October 2026Open source (opens land.copernicus.eu), which suits slow movements such as subsidence, not sudden events.
Q3How do we start a pilot?
Choose one line or one region with known problems, such as vegetation incidents or a slope that moves, and compare the satellite results with your inspection records. This shows what the data add before you extend them to the network. Our consulting overview shows the path from the problem to operation.
Sources (8)
- EU Space Market Report 2026, Issue 1 (opens euspa.europa.eu)
- EUSPA EO and GNSS Market Report, Issue 2, 2024 (opens euspa.europa.eu)
- Sentinel-2 (mission page) (opens esa.int)
- Landsat Normalized Difference Vegetation Index (opens usgs.gov)
- Tap into Europe in motion (European Ground Motion Service) (opens esa.int)
- European Ground Motion Service (product page) (opens land.copernicus.eu)
- Observer: How the EU Space Programme supports flood preparedness, the role of the European Flood Awareness System (EFAS) (opens eu-space.europa.eu)
- Sentinel-1 mission… did you know? (opens esa.int)
Contact
Tell us which lines and risks you need to watch.
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