Introduction to SAR Ocean Detection
Synthetic Aperture Radar (SAR) from Sentinel-1 provides all-weather, day-and-night capability for detecting objects at sea, making it ideal for maritime monitoring applications.
Sentinel-1 SAR Features for Ocean Detection
Polarization Modes
- VV (Vertical-Vertical)
- VH (Vertical-Horizontal)
- HH (Horizontal-Horizontal)
- HV (Horizontal-Vertical)
Different polarizations provide varying sensitivity to different types of objects.
Acquisition Modes
- Interferometric Wide Swath (IW)
- Extra Wide Swath (EW)
- Wave Mode (WV)
- Stripmap (SM)
Different modes offer varying coverage and resolution options.
ESA SNAP Processing Guide
1. Data Download and Import
Tool: SNAP Desktop
Steps:
- Download Sentinel-1 data from Copernicus Open Access Hub
- Open SNAP Desktop
- Use File > Import > Optical > Sentinel-1
- Select the downloaded product
2. Pre-processing
Tools: Radiometric Calibration, Speckle Filtering
Steps:
- Apply Radiometric Calibration (Radiometric > Calibrate)
- Apply Speckle Filtering (Radar > Speckle Filtering)
- Select appropriate filter (e.g., Lee Sigma)
- Set filter parameters
3. Land Masking
Tool: Land/Sea Mask
Steps:
- Open Land/Sea Mask tool (Raster > Mask)
- Select appropriate mask source
- Apply mask to remove land areas
4. Object Detection
Tools: Thresholding, Connected Components
Steps:
- Apply threshold to identify potential objects
- Use Connected Components to identify individual objects
- Filter based on size and shape
- Export detected objects as vector layer
5. Post-processing
Tools: Classification, Export
Steps:
- Classify detected objects (e.g., ships, icebergs)
- Calculate object properties (size, orientation)
- Export results in desired format
Best Practices
Data Selection
-
Acquisition Mode
Choose IW mode for general ocean monitoring
-
Polarization
Use VV for ship detection, VH for iceberg detection
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Incidence Angle
Consider angle effects on backscatter
Processing Tips
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Speckle Filtering
Balance between noise reduction and detail preservation
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Threshold Selection
Adjust based on sea state and target size
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Validation
Compare with AIS data or optical imagery when available