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Multi-Spectral Analysis of
Satellite Imagery for Inventory of
Sensitive Marine Environments
Keith VanGraafeiland
CSA International
Overview
• Remote sensing using satellite imagery is a cost means
for mapping a large area in a short amount of time.
• Clear water applications ~30m deep
• Different methods:
– Supervised classification
• Uses field survey data (various types)
– Unsupervised classification
– Resolution and accuracy is directly correlated to the
resolution of the original source imagery.
Satellite Information
• Different satellites offer multiple options when
ordering/tasking satellites to acquire imagery.
• Resolution of common commercial satellites range from
30 m (LANDSAT) to 60 cm (QuickBird).
• Different bands provided in satellite imagery offer
multiple techniques associated with identifying certain
habitats.
• Normalized Difference Vegetation Index (NDVI) can be
applied to delineate mangroves from surrounding
vegetation. NDVI is a simple formula using two satellite
channels. If one band is in the visible region (VIS) and
one is in the near infrared (NIR), then the NDVI is (NIR -
VIS)/(NIR +VIS). This method is successful for
identifying the spectral signature of mangroves in
imagery where four bands were available.
Supervised Classification
• Independent in situ datasets.
– Satellite data
– Field Survey data
• High accuracy GPS unit
• Video
• Depth transducer
• Towed sensor platform (“towfish”)
• Spectral Radiometers
– Correct atmospheric conditions for the time period that
the satellite was collecting imagery.
• Corrections for water column.
• Spectral signatures need to be collected for values
you would like to map.
Supervised Classification
If not able to be in the field at the time of imagery
acquisition then you can still ground truth the data.
Disadvantages of this include:
No atmospheric correction (upwelling, reflectance) relative
to the
Areas where there are environmental changes that occur
over time, such as seasonal or yearly trends will
Unsupervised Classification
• Satellite imagery
• Classification is done based upon computer clustering of
spectral signature values.
• The user is responsible for distinguishing what habitat is
associated with each cluster.
• Use existing datasets (charts, bathymetry, etc.) to aid in
image interpretation when ground truth data is limited.
Tidal sea-grass overlaid on original imagery.
Sand/land classification overlaid on original imagery.
Applications
• Fiber Optic Cable Landings
• Pipeline Landings
• Seismic Cable Impacts
• Habitat Sensitivity Mapping
Hard Bottom Mapping – Indian River County, FL – Used to monitor dredge
impacts.

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Multi-Spectral Analysis of Satellite Imagery for Inventory of Sensitive Marine Environments

  • 1. Multi-Spectral Analysis of Satellite Imagery for Inventory of Sensitive Marine Environments Keith VanGraafeiland CSA International
  • 2. Overview • Remote sensing using satellite imagery is a cost means for mapping a large area in a short amount of time. • Clear water applications ~30m deep • Different methods: – Supervised classification • Uses field survey data (various types) – Unsupervised classification – Resolution and accuracy is directly correlated to the resolution of the original source imagery.
  • 3.
  • 4.
  • 5. Satellite Information • Different satellites offer multiple options when ordering/tasking satellites to acquire imagery. • Resolution of common commercial satellites range from 30 m (LANDSAT) to 60 cm (QuickBird). • Different bands provided in satellite imagery offer multiple techniques associated with identifying certain habitats. • Normalized Difference Vegetation Index (NDVI) can be applied to delineate mangroves from surrounding vegetation. NDVI is a simple formula using two satellite channels. If one band is in the visible region (VIS) and one is in the near infrared (NIR), then the NDVI is (NIR - VIS)/(NIR +VIS). This method is successful for identifying the spectral signature of mangroves in imagery where four bands were available.
  • 6. Supervised Classification • Independent in situ datasets. – Satellite data – Field Survey data • High accuracy GPS unit • Video • Depth transducer • Towed sensor platform (“towfish”) • Spectral Radiometers – Correct atmospheric conditions for the time period that the satellite was collecting imagery. • Corrections for water column. • Spectral signatures need to be collected for values you would like to map.
  • 7. Supervised Classification If not able to be in the field at the time of imagery acquisition then you can still ground truth the data. Disadvantages of this include: No atmospheric correction (upwelling, reflectance) relative to the Areas where there are environmental changes that occur over time, such as seasonal or yearly trends will
  • 8. Unsupervised Classification • Satellite imagery • Classification is done based upon computer clustering of spectral signature values. • The user is responsible for distinguishing what habitat is associated with each cluster. • Use existing datasets (charts, bathymetry, etc.) to aid in image interpretation when ground truth data is limited.
  • 9. Tidal sea-grass overlaid on original imagery.
  • 10. Sand/land classification overlaid on original imagery.
  • 11.
  • 12. Applications • Fiber Optic Cable Landings • Pipeline Landings • Seismic Cable Impacts • Habitat Sensitivity Mapping
  • 13. Hard Bottom Mapping – Indian River County, FL – Used to monitor dredge impacts.