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Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island
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Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Dec 30, 2015

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Page 1: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Aseri BaleilevukaOCEANS & ISLANDS PROGRAM

SOPAC-SPC

Benthic Habitat Mapping Lifuka Island

Page 2: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

What is habitat mapping?• A habitat map is basically a map of the different features of the ocean

floor.• Marine habitat mapping is the synthesis of physical and biological data

necessary delineate the distribution and extent of marine biota and their habitats.

• Marine habitat maps helps us recognise the importance of marine habitats as sources of beach sediments.

Purpose for the Lifuka project: 1. To use as base maps to determine the composition of the island

sediment system.2. Adds to the foundation of essential baseline information that can

inform the development and design of appropriate adaptation options for Lifuka.

Page 3: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Habitat Mapping Process

Field Data Collection and Analysis1. Ground truthing - field data collection (Drop camera videos &

subsurface photographs)2. Control point survey3. Videos & Snorkeling Photos analysis 4. Satellite image data processing

Benthic Habitat Mapping Production5. Expert knowledge, Manual delineation6. Unsupervised classification (ArcGIS v9.3)

Page 4: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Ground truthing: Drop camera videos

• SeaViewer under water video camera

camera Video surface console

Still photo

Page 5: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Ground truthing: Snorkel photos

UQ-BRSG

camera

Drybag containing GPS

Position of photos determined by synchronizing GPS & photo time using GPicSync software

Resulting kml file

Page 6: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Reference Image Points survey

• To minimize mis-registration between field data and image, control points are measured using Trimble R8 system.

Page 7: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Videos & Snorkeling Photos Analysis• Screenshots of drop camera videos taken

(change in habitat/every 30s).• Classification scheme developed.• Used to label each snorkelling photo and

video screenshot with a mapping category.• Lat and long for each photo is noted.• 33 videos – 310 photos snorkel - 303 photos

607 photos• Local knowledge

Ücsv file of photo log opened in QGIS and

saved as shapefile output

Lifuka fishermen interpret habitats

Page 8: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Photo classification examples

Seagrass Live coral

Rubble Algae

Page 9: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Satellite Image processing

• Multi-spectral high resolution World View 2 imagery (50cm x 50cm pixels) acquired on 10 June 2011.

• Reduced from 64 to 24 bit for processing

• Global Mapper software used for adjusting contrast and geometrically correcting raster image.

• Image rectified with reference points from Trimble R8

• Output:TO_Lifuka_WV2_10JUN2011_24bit_adjusted_contrast_rectified.tif

Page 10: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Habitat map production• The National Oceanic and Atmospheric Administration (NOAA) habitat

classification scheme is used – based on 3 attributes: geographic “zones”, geomorphological structure and biological cover.

Page 11: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Habitat Map of Zone Types

• Manually delineated using NOAA‘s description of zones

• Digitized in ArcGIS v9.3 at a scale of 1:2,500

Page 12: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Habitat Map of Structure Types

• Manually delineated using NOAA’s description of structure types

• Digitized in ArcGIS v9.3 at a scale of 1:5,000

Page 13: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Mapping of Biological cover

Unsupervised classification in ArcGIS v9.3

• Island and area of no data masked• Iso Cluster tool used to create 20

spectral classes• Maximum likelihood tool to perform

EQUAL priori classification on image using signature file produced above

Ü0 1 2 30.5

Kilometers

Page 14: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Habitat Map of Biological cover

• classes produced used to inform and direct definitions of biological cover as described by the NOAA classification.

• Videos and snorkelling photographs as guide, categories defined.

• Digitized in ArcGIS v9.3 at a scale of 1:2,500

Page 15: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Other methods and softwares tested

• Training shapefile of 200 polygons (digitized in ArcGIS v9.3)

• Segmentation using Berkeley Image Segmentation software in conjunction with WEKA data mining software (Open source)

• NOAA’s Habitat Digitizer Extension to ArcView

• Supervised classification in ArcGIS v9.3

Page 16: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Acknowledgements

• Habitat mapping project conducted by the whole Marine Survey team (Ocean & Islands Program, SOPAC - SPC)

• NOAA’s Centre for Coastal Monitoring and Assessment (CCMA)

• The University of Queensland (Biophysical Remote Sensing Group)

Page 17: Aseri Baleilevuka OCEANS & ISLANDS PROGRAM SOPAC-SPC Benthic Habitat Mapping Lifuka Island.

Poster Map