topo-bathymetric lidar to support enhanced coastal mapping

86
Topo-bathymetric lidar to support enhanced coastal mapping for shellfish Aquaculture & Eelgrass mapping Department of Fisheries and Oceans Gulf Region – Kevin McGuigan - Research Associate AGRG, NSCC Copyright NSCC please acknowledge the source

Upload: others

Post on 13-Mar-2022

4 views

Category:

Documents


0 download

TRANSCRIPT

Topo-bathymetric lidar to support enhanced coastal mapping for shellfish

Aquaculture & Eelgrass mappingDepartment of Fisheries and Oceans Gulf Region –

Kevin McGuigan - Research Associate AGRG, NSCC

Copyright NSCC please acknowledge the source

Geology

Antarctica Siberia

West Africa

North America

3 Billion years ago…

Colombia Super ContinentCO2

Copyright NSCC please acknowledge the source

Biology

Geology

Cyanobacteria

ucmp.berkeley.edu

O2

CO2

1.5 Billion years ago…

Copyright NSCC please acknowledge the source

Biology

Geology

Great Extinction

Proliferation of Respiratory Life

britannica.com

Banded Iron Formations

O2

O2O2

Fe2O3

500 Million years ago…

Copyright NSCC please acknowledge the source

Now..

Biology

Geology

Copyright NSCC please acknowledge the source

Now..

Biology

Geology

Society

Remote Sensing

Physics

CO2

Copyright NSCC please acknowledge the source

Nova Scotia

You Are Here

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

PEI Eutrophication

gov.pe.ca

Aquaculture

thechronicleherald.ca

Aquaculture Meteghanthechronicleherald.ca

AGRG

Shoreline Armoring

Society

• CoastalStewards

• Challenges /Opportunities

Nova Scotia Brant Decoy

forsythesauctions.com

European green crabcbc.ca

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

Biology

Algaed Eelgrass, Tabusintac Bay

AGRG

Port Mouton Eelgrass Monitoring

cbc.ca

Eelgrass Fish Habitatccesuffolk.org

Eelgrass Shellfish Habitat

southernfriedscience.com

• EELGRASS• Zosteraarina

• Coastal ‘Canary in the coal mine’

TD Sherman

Labyrinthula

‘Wasting Disease’

Copyright NSCC please acknowledge the source

We need to detect and communicate changes in regional eelgrass systematically…

Biology

Society

Copyright NSCC please acknowledge the source

https://earthenginepartners.appspot.com/science-2013-global-forest

Biology

Remote Sensing

Society

You Are Here

Turkey

Finland

Russia

Global Forest Cover Change

Copyright NSCC please acknowledge the source

How do we map eelgrass?

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Shag Harbor, NS. AGRG

Shag Harbor, NS. AGRG

Cocagne River. AGRG

Cocagne River. AGRG

Bucket

BootsDGPS

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Eelgrass, Shag Harbor, NS. AGRG

Kelp, Shag Harbor, NS. AGRG

Cocagne River. AGRG

Cocagne River, October 18 2015. AGRG

Photo Quadrat

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

biosonicsinc.com

biosonicsinc.com

Transect

BioSonics DT-X

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Cape John, NS. AGRG

Reson T-20

teledyne-reson.com

Multibeam Deployment, 2014. AGRG

English Moss

Reson T20

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

LEICA-AHAB CHIROPTERA II

Cross Section

Waveform

3d-View

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Cocagne River NB, 2015. AGRG

NDPI

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Abasolo, J (2015); DOI: 10.1109/TGRS.2014.2377300

Image Copyright © DigitalGlobe

WorldView 2

Copyright NSCC please acknowledge the source

Eelgrass Mapping Technologies

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

ConfidenceCoverageEquipment

ExpenseOperational

ExpenseAdditional

BenefitOperational

Window

* More Expensive than Aerial Photography

Labour Intensive

Seamless Bathymetry for Hydrodynamic ModellingSun, Low

Clouds

Water Clarity

Direct Density MeasurementsWater Quality

Measurements

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

ConfidenceCoverageEquipment

ExpenseOperational

ExpenseAdditional

BenefitOperational

Window

Development

NSERC LEG/AGRG

Citizen Science

STANTEC/AGRG

SPACEX? Machine Learning

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Sensor Depth

Eelgrass DepthTides

Too Shallow

Signal Loss

Water Clarity

Copyright NSCC please acknowledge the source

• Ground Sampling

• Underwater Photography

• Single Beam Echosounder

• Multibeam Sonar

• Bathymetric Lidar

• Aerial Photography

• Satellite Imagery

Eelgrass Mapping Technologies

Sensor Depth

Eelgrass DepthTidesWater Clarity

DevelopmentNoise

Reduction

Copyright NSCC please acknowledge the source

With lidar.… (and other technologies)

Copyright NSCC please acknowledge the source

Lidar Land Waveform

Lidar Water Waveform

Copyright NSCC please acknowledge the source

Digital Elevation Model

Copyright NSCC please acknowledge the source

Digital Surface Model

Copyright NSCC please acknowledge the source

Digital Elevation Model

Copyright NSCC please acknowledge the source

Digital Surface Model

Copyright NSCC please acknowledge the source

Digital Depth Model

Copyright NSCC please acknowledge the source

Reflectance/Intensity Model

Copyright NSCC please acknowledge the source

Digital Elevation Model

Copyright NSCC please acknowledge the source

Digital Surface Model

Copyright NSCC please acknowledge the source

Vegetation Height Model

Copyright NSCC please acknowledge the source

• ClearlyDefinedVegetation

Copyright NSCC please acknowledge the source

• What if there were a water surface?

• Unequal Water Column Noise?

BATHYMETRIC SIMULATION

Copyright NSCC please acknowledge the source

• What if noise reduction removed many valid vegetation returns?

Lidar Land Waveform

Lidar Water Waveform

BATHYMETRIC SIMULATION

Copyright NSCC please acknowledge the source

• Photosynthesis

• Radiometric Absorption

• Diffuse attenuation coefficient

• Substrate dependence

• Carrying capacity

• Ecosystem health

• Sustainable aquaculture

• Height, density, presence

Optical Physics of Bathymetric Lidar

http://www.oceanopticsbook.info/

Biology

Physics

Remote Sensing

Society

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

Country Harbour, NS

Banook Lake, NS

TabusintacBay, NB

Saint Simone, NB

CocagneRiver, NB

Copyright NSCC please acknowledge the source

TabusintacBay, NB

Copyright NSCC please acknowledge the source

35.0 Km2

23.7 Km2

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

• Bottom Slope

Small Sample

Med Sample

Coarse Sample

Copyright NSCC please acknowledge the source

• BottomRoughness or“Rugosity”

Low

Med

High

Copyright NSCC please acknowledge the source

• LidarReflectanceIntensity

Signal Loss

Depth

Copyright NSCC please acknowledge the source

• EelgrassDepth Curve

Contemporary Depth

Eelg

rass

P

rob

abili

ty

Contemporary Depth

Sign

al L

oss

C

om

pen

sati

on

Depth from HHWLT

Eelg

rass

P

rob

abili

ty

Copyright NSCC please acknowledge the source

• Eelgrass Height Index Map

Copyright NSCC please acknowledge the source

• Eelgrass Height Index Map – Photo Adjusted

Copyright NSCC please acknowledge the source

• Eelgrass Presence / Absence product

Copyright NSCC please acknowledge the source

• Eelgrass Height Index

• BiosonicsValidation Provided by Stantec

Copyright NSCC please acknowledge the source

Height Index

Mea

sure

d

Copyright NSCC please acknowledge the source

• Eelgrass Presence / Absence product

• Eelgrass Presence Validation Provided by AGRG/DFO

Mas Much As 86% Agreement?

Copyright NSCC please acknowledge the source

• Eelgrass Presence / Absence product

• Biosonics % cover Provided by Stantec

Mas Much As 92% Agreement?

Copyright NSCC please acknowledge the source

With lidar.… (and some air photos, and some ground truth, and some singlebeam)

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

CocagneRiver, NB

Copyright NSCC please acknowledge the source

26.9 Km2

14.2 Km2

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

See, Aquaculture!

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

Country Harbour, NS

Copyright NSCC please acknowledge the source

29.0 Km2

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Saint Simone, NB

Copyright NSCC please acknowledge the source

68.2 Km2

Shippagan, NB

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

NWATL, CHS, NRCAN, Boulder, NOAA, UNB, UNH, OPTECH, USGS, UofMaine

Banook Lake, NS

Copyright NSCC please acknowledge the source

2.0 Km2

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Copyright NSCC please acknowledge the source

Things to work onMAKE IT WORK MORE CONSISTENTLY • Noise Reduction in water column

• Depth Attenuation Compensation

• Airphoto Air/Water Correction

• Glint/Sun Angle Removal

• Wave Form Metric Extraction

• Extracting Additional points from lidar

• Many more …

Copyright NSCC please acknowledge the source

Equipment Support provided by CFI, NSRIT

Mark Skinner, StantecMarc Ouellette, DFOMonique Niles, DFOAnders Ekelund, Leica AHAB

Thanks too..

Copyright NSCC please acknowledge the source